{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Node elevations and edge grades\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)\n",
    "\n",
    "You will need a Google Maps Elevation API key from https://developers.google.com/maps/documentation/elevation/start\n",
    "\n",
    "Consider your API usage limits. OSMnx rounds coordinates to 5 decimal places (approx 1 meter) to fit 350 locations in a batch.\n",
    "  \n",
    "Note that there is some spatial inaccuracy given Google's dataset's resolution. For example, in San Francisco (where the resolution is 19 meters) a couple of edges in hilly parks have a 50+ percent grade because Google assigns one of their nodes the elevation of a hill adjacent to the street."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.11'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from keys import google_elevation_api_key #replace this with your own API key!\n",
    "import networkx as nx\n",
    "import numpy as np\n",
    "import osmnx as ox\n",
    "ox.config(log_console=True, use_cache=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the street network for san francisco\n",
    "place = 'San Francisco'\n",
    "place_query = {'city':'San Francisco', 'state':'California', 'country':'USA'}\n",
    "G = ox.graph_from_place(place_query, network_type='drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# add elevation to each of the nodes, using the google elevation API, then calculate edge grades\n",
    "G = ox.add_node_elevations(G, api_key=google_elevation_api_key)\n",
    "G = ox.add_edge_grades(G)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate some summary stats\n",
    "\n",
    "Use an undirected representation of the network so we don't overcount two-way streets (because they have reciprocal edges pointing in each direction). We use the absolute value of edge grade because we're interested in steepness, not directionality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "edge_grades = [data['grade_abs'] for u, v, k, data in ox.get_undirected(G).edges(keys=True, data=True)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average street grade in San Francisco is 4.0%\n",
      "Median street grade in San Francisco is 2.5%\n"
     ]
    }
   ],
   "source": [
    "avg_grade = np.mean(edge_grades)\n",
    "print('Average street grade in {} is {:.1f}%'.format(place, avg_grade*100))\n",
    "\n",
    "med_grade = np.median(edge_grades)\n",
    "print('Median street grade in {} is {:.1f}%'.format(place, med_grade*100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the nodes by elevation\n",
    "\n",
    "Plot them colored from low (violet) to high (yellow)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# project the street network to UTM\n",
    "G_proj = ox.project_graph(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450.262x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get one color for each node, by elevation, then plot the network\n",
    "nc = ox.get_node_colors_by_attr(G_proj, 'elevation', cmap='plasma', num_bins=20)\n",
    "fig, ax = ox.plot_graph(G_proj, fig_height=6, node_color=nc, node_size=12, node_zorder=2, edge_color='#dddddd')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the edges by grade\n",
    "\n",
    "Grade is the ratio of elevation change to edge length. Plot edges colored from low/flat (violet) to high/steep (yellow)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3bMnj90gza4lE8lDS6y0MbbmGNt4eWKpKseu9mLS4Ha0HB97X/dbeLiV57n5kvoHkX64j/tOO+La9f18M/0sKa4lE8tA6sv0WV147Tmy/cAYu7YdMdv+uS22328nZeIXcnTfQCX6o3R3osqADKiflfdvn/5+0DCKRSB5avYZH065sGXJFKjJZ//u2H1N5Hdfn7sci11JU6EqrGVFEjbg/Pdr/inS6uUQieWjJZDIcuo9DrCnDbjHdl32UnMzgwvOb0dk8KM0W6L+m1wMPapBm1hKJ5CGniGgNFgv2uipkbr5//IT/kM1oIfWrE1RlVFNW401oFy/iFzVFkNfPHFcKa4lE8lCTKZQgCNgN1XCPwlqfX0XSrN3gE0hhpopuCzvg3crrnrz2nyWFtUQiefjZAdl/N+MVRRHbuZWU3DnD7re7Y6hR4uTvwLjNAtWnz1NLPGqLmmE741E+oIOI/44U1hKJ5KFmt1mx20wI7v/6Lui/x7zyKax1RgoTgnBS23mmeBTnZv/M7idLCWzhQXDvEGKfjL5PVf/3pAOMEonkoSYW3YLOxejER/7tjXV/9Rx9FWJ1EZlXOuKsseAS4siu7mto1/sHghvXkXE5qkEFNUhhLZFIHnJi1lnUhe3BbsQq7v3D7W2pe7Bd/B5BayP2iRU4eOvoPd9Mlye3UX6yKe4tvbAYfnuvx/omLYNIJJKHmr04DcG3CQq5K2bLKlSKIf92e/Hct2Cpw2oTeO61QZgVjizufwBrpjd3ar05/50/o3Z2fEDV/+ekmbVEInmoiRU5CGHtUNqehYMl1NzpR+qKLVSnVfx2W1FE6NkEoVMtuf42OjapwlteSfl+GVcuBVOQ053nM0YQ0vXetQDeK9LMWiKRPLRE0QomHXa3ICw/PoNMFQo3K6krLuLgwu24RLrR/edBWOssOAW7kL1xC0FRJxAar6BxkBzKXsVH3wSPjjVkro/kpcKB9T2kf0kKa4lE8tCyF9wAjRO2E98hC2yGvdZKYtALrDyQx/NftMW2JYXd8etAkCFaRFQuAj6L40A/AbtMztUDPYlrb8W133A6zoyr7+H8W1JYSyR/UmFKNQfmp/DEqvb35RZRkj8mU6hBFEEmIDi4cMo2kp1rbrHgp77MffEYLm5qWj/fFmdnJUF+CUR0XIdNWYtC/gi1CwXiW2vwneKNTHCm/Sux9T2cf0v6hEkkf5J7sJacSxXMbbwXfZW5vsv5e/JpDGY98pZDUHQYj9UqUpBdy7KPLzBhZBj9/OU4nL1G89NfkLiskFGRj/HeY/Mp/tILUS/i/+ZbCKUVkHGovkfyh6Swlkj+JI2Tkjkpgwjr4Mk7Ibu5c6G8vkv62xEEAXnsAKwHF4CTJ0PGRbP14mM8+kxTrIU1aMtqcaxTcepoa0a1vMPaaScI1SXwyudydsuHI8jlyJAhsze8Vr3/l3Q9a4nkHjixJJ3tryUxYmErur/QqL7L+dsx//I+YuFlTC6tEbya4tS+BzJnn388fuaDK1xbkkxQVDYljuXUxQxh7XeZnDNOxX7zPTBXIWv1dT2O4I9JYS2R3CPLXkkkafEdQp/xo/+kxrTu4F/fJf2t2MpSqN6xjtKz1VgNCjyaynDv3IjN20pJPCiQVSdjSpiRuI8OkJfvxs3kGCa96oahfCu66pkEtH+8vofwb0lhLZHcI/OfPE7+7RryLDqup5Zic7Tj6KhCqRRQqxWo1XLUagXTX27HI8Ob1He5f1l20Yb5xklKtuylNkuPWa1FcNTgVFvEioo2bE7QMXRIJhPG3cTF2cwTkwez7+KruLjcn7uf3ytSWEsk95jVKhLt+Q3fbxnK/j0Z3LpZyu3MCiorTZiMVjwcNPTpFUGt1UyHToF07BJE67Z+qFRSc9b9YNFXcee52bh0isX3+ekA5GZXk3Aom7ycGiY91wq/AKd6rvKPSWHdwIh5uyFgsNQK9hB41GM960vGUlas58zBbPbtyyAtpZySojrsOjsWV5GAQGfKy/SERbqz4Ms+hIS60C58OUvWDGbvL2mcPZ1PTn41Nr0NpUxOoJ8Lr77XibGTmtX38P4SbDaRGe1+oVuzEh5d+fR9vUfj/SaFdQMjHhsIUc8hBD9S36X85YmiSOori4n5evofbmvUW0k+W8TV5GIuXywi/VY5PplGbpmtKDQKPBzVOBnljP60Fd36hPJUi+2sujoS7yAnPpxzggN7bjP00SZcvlTIlT35mBzsWG0ivoIDPhoH4p+OpEffUF6YshfBKMNqFVnwaS/6P9YIeT3dmeSv4MNRx7iTVMnSm4+gVMvru5z/E+lT8ICJpTfYOGQZm55M/P0NXJpAxcUHW9TfgFh5GzF9y6/+JggCpsIKaq9l/OHzH2u+mQXPHka8vhi5XMa4yc0ZGefOz590IrFsKmsSRhFidMDXzZFNi65jtYs83nor3Vx/ZN/CNGQpIvv23MbHx5H2Wj9+/nYYeVWv8sXCfjRz9eTlNzsgr5ThrFfSprEfTjYly548SzffFezdkIY0p/rv/fz2ZW4mlPDF+UEPfVCDNLN+4ESrkZrrSZxZsBmVTyy9v37qVz/NxPy9cOsLhN6H67HKvx6xMh37wclUVUaTujWAE+ltmH1nOEVbEyjadJwWq2chqFR/+Dq2rV2x996BKSWFtOUXOXfWg8xKV4w1VoKdajntoiIo0pW6HCO+gU68u60XGq2CKa6b+aluLIWFtczqtY8arQ2bo52czGoaVaqRyTW4eGrwb+aCe6yW1l38Ob87lwvH8yk26AkLduGluZ1o1y/oAbxbD78jq2+z7MXzfHZ2IKFN3eu7nHtCCusHyKwzs/vVBNxLTtK23zV2nPCjdxsbzva7VwdTdRqFpts4xGODQeMDHX6U1q6BmhojyYeLSTlTAjIZ499tgdblj4P1/yVm7uX2pgJyT8sxGwoZePgtAFJnL0fpbCXired/vd8SI9f3F1KWWETllSpqcvW06J1ATHAZNZWB5F53xCOiBsenZxHWwZPdHX6m57pHcGnkzsZZl/llUzq+8e5kpFRQeKOGfFUdSpWcULSgFBj+YlO6dA8ma8oeHr0x5R//1lXZOrIOFZG4PpMTiSUolArqTBZy3OsYOKIRsz/phtax/m8z1VDdOFPC+wMOM3NDN9oN+ut8uUlh/QBVnE5m0fAb+HtUMHRcAheuBNF1ODio5MgcXLBm3aBCH4u271g8ja+AexuElnN5efxevlgz4C8f3GUleo4dzOLMmVxu3Sgj+041NdUmBDN0VvkR1cELY52VO8mVvL+lJ836/ne3cQIwluk4PugHouOy8Z/5EpqIcGx6HfYTfahpuZPnRh1HLWbidisYu12Dq7+amevmkHpyLWG9/fFUzEDm2AwhZCaXPjrFpf2HadS5Fe4WKwUnC8jM8sRskyOo5BzVVRM1IoiW7X1J/DyT8fNb03ViBNf2FrD62Qu8tL0r6UdLKPopgQylB0q7FXmOgFwtxznAAZdwZ47tLeSdpAEENnFh6+YU5sw+hqdSw9J1Q2kW5/PHA/6bKcnRMa3lbsbPacHwV5rWdzn3lBTWD4i1qpLiOW8gtumONXMbi/Z0YOrMYUQ1LUEe1gqxMA1TwipuJTSiMtWMWQ7xLx7Eedwh2vks47sdQ2nT+b8Pp4YoP7uGU4dyuJSQS86lCm5WVlNXZ0GhFAjSO1JuNdCiky/PfdieUC9XZrfYQ2GAiUPZk8nPruHo1J/QX3Ol6TMt6Drvv79S2o1PjmI4fZyQwWH4PPsUAOlLHye03+Os3u5J/+4J+LqeRNl4GwCG1FZcyVnPlVM13DyTyLuP/4K3gwVEKxalmZfeH0jT4EiaaJwwK5wZurEPAN2dV3Co/AkunizgmxfPkGfWUa22UFaip3WtO23cPXAP0dKj/QHsQVH4N76E3/BvsMtEBMERgGc1G+k1O5rsa9Xkp1TTd3pjFm26QGWugU++6kOvIRH36F/l4aevNTM1egcdhgQx/fvO9V3OPSeF9QNSs2c7hqvncXFKRjF0Lo9Py0S4aeXbA73waHz3QudiTSnGA0upyTBwOq0R0aTTbMXHPD1oB8ERrrz/bc96HsV/ThRFbt+s5NzRHJKuFHHzWhlF+ToUJjt2QYZfkDOhLjJIr0KIDOLzQwPZtSyVTe9c451tPVjzwiWsZhGFFWIG+bF52zUKbBZUajkBaoFhzcPhdjVOAVpG7uuHSnu3R1lfrEPlrEah/dfLBKIocvGJpTiriolZ8QEA1n3jsXt3pEI2jsITl6FyE9mnB2AorsMQkM32HC+8AgLxd6vihSdX4t9/O4LGDVtKVwqZy6ieabQPF2hboSWqgxp9fg27U62cqLHh6qlBJZdTWWuk88gQRDvc2VrGxowxOLlo0O/5GlthFnKnOgS7CptvCo69jgKwvud3XKvyISjOn5oyI9XFRuae6MuUybtJSihk6uQ4ps1reHc1edBsNpHpcbtxcVfz8bH+D3WL3r8ideE/AKIooju8H7dWDgge7VGGt2HF5haM7b6C6y8uosmMIfgM6YTg4o320TlogRGiyLXR7wIwbGITvppztn4H8W+YzVYOH8jiwtFc0jeUEGCTcUZfhegk4OutxbfAxLh5cXTtE0Li4wm0fqkZMROiyLpezqvd9xGtUjPBdxO1Vit9R0TwycgT9J3SCF2RiRs78pjwTRxZ23J55cpAPCOdOL8yk4PzbzJheTxHXzrDti7LUaHCZrKBHVyi3Om/+9F/Wa8gCLT+diK5b8zBbrUhU8ip0bUk4X0r1TVHcQrS0rSTgZinmxHQLQgH86s8obQjD3mR3VP3U1kpw+/yt1irMhGdTPj4v8iRgw5s/nAA5YVhNI8JpdFzHegZF4hCc/e/2LXThbw+fD92O1RVGjAqKiif9zJ6uR5kNrQxxdgMnVCE+WMLL8Jur0Mmc6RNvCPtXWT4DA0h41Qe383OY9GCRNQ2OU4WJet/TOZObQ2fLOzzt27xmzfiGBa9yLwLff+SQQ1SWD8Q1oI8kMuR6fNQDngRAK1WyY+/TOS5Ad/z8qJfqE3OJPzNcf9YlzbmpSLX3v3RM/Sxxsx54Sh30isJa1R/R7atVpFzp/M4eSKbpEtFZKRXUlpSh81mx8NDQ02piRbBXgxpFEwX12AeWdkZURRZ6r+RsFg31q9P5nRJMV+8lkv+DDM2m502Ji8MdisKuYwai5HKQgMfnurPsqmJ6CpM+DvIKUmqxiYIPDN2B9m6OspK6uhkdGHLxHO4hTphrlPR/InGxLzcBUNRHQcGbfrDsSjdXJEpFRhvZ+DQpDFOEbH0e2o72mdfBcCw92NqZCUUbc5CZtKS53iF6e8sRqEUWDzOjmipRgjugejjjl1TiZPrCh5fK1K8rhcL33+KaeF1yFP38d73XuRmm9DXWlBZ7Jw6lUtklDttg9wopS9xHz4C6LHfiEfech6iuQBb8Rn0OxdirzDgFypQdMublDfTEDRKrruoGdHal9ETYvllZRo1NUZ27EllfM421mwcgVL58Leo/bd+mHmB9HNlfHfrEZSqv+74pWWQB0AURYpefwFHn0KMzgPxfnoygkYNQHGRjikjVjLZOZ8QtQLPYSKuj+xBphK5/MIoun4/C5WTilnPHCIrrZKNCWPue716vZnzJ/K5mFjA2fN5ZN6upLzMgN1ux8VNTViYG7HNvekcH0x4iDtrF1yl5HABsUqBuBca4xHgwWcfnOaWi5nyMj0hJhUVHhDcyA2FDWoKjew6Nx4PDy39PH6m76ORHF+Vydr8R1n0xFnKrxTQoWcwZY5ybm7PJ8KmQLQYuNNMZPDMjsT3CGVj7Fam5N39cjv/8i/U5uuQh4RRfr0CCnIYcXXqHx6QzXj/G8xuYbiEBaO/eoW86zc4l9AFk85K+/4XCfMXER1ao402Udf4KDFdVqJQCNQaeqKwvI7hSgh1dw7h2nstchdX7PZKZAYz5ee9SP6hLY0aq7mZ5UiTt6bSuLUnC7y28+K1gTgHaDj4ymmMKbcZuvwSmDJAdweUchDUiFYt5lvNkXt3xVZbia7Ihu+zLwEwpPc6vvl+IIUFOnatu4Uuw4C5WiQ7s4qYob58taLh3pbqfjiwIp0fX7nIwsRBBDdxre9y7isprB8QUfgfVAsAACAASURBVF9H5a4h1Ca0xFwnw2P0cLyGdgfAYLCw6I31THLdS50pCl2RM5bKOixO/hSkanjk3ONYgc6By3nny+6MfOLe3NGitsrEuaN5nD+Vx82kUvKyaqiqMIIM3Dw0dHbJQ96rI517htOtZyhOTv9sl7uYkM8X089QkaMnzt+RcJvI6N39cG/sRlZGBfFtfuKHNcPo2iOUz9sdpu/rTejydAQXj+fx7PDdDBrXmNTkMrKuVRIe605VsgFHtQJHmY2hoTqSrrtT7SqnzXMR9B0YSuXRZG6frcAyqgmXzhbiubsQBxwwG+yI2KlU2Ijv64dPnCeu6asJe3c6qpCwu++9KKK7XU5ZYjYVtwqx3SnAWl5LbrFIVrUj3duqcQhy5+BPZkau70ZkP3+4MhuQYW36AbnbL3Hji2SGXZgKQE35NPKX6rCkN0fhriKi0zrkI+YhV3TGlj8ZQduZAzsH8OPMk7zV9zpuPUZTc7OQK/sqOVumpNyiwtfTxCuTjhD5TBAyxzbY075BFr0Awb0L9prjWKsukHdrAncOF5L0fRqvVI0DYNHniZw8nk2jaE/8XRxwStQx7MeuvDB+NxfTi/l0YR9GjW3Ydzy5V5ITipg7+Chvbe1BXL+/xsH3f0cK6wfEXFxO5pvz8ejaCnlIGKXrDqLwcCFszvMo3JwRRZGyj19HrCjCKawaExHc2eeCTvTGa2g3mr4YR/LWPZxbfZyTmR1p3NqTtn0C6dA/EHcf7X9Uw/GtWWz66jqFWbXoqs3I5TLUViseXdxp1taXjj2DadM1AM3/rLPemPAGR2IGcTyxhNtpFZhNNlyUcjpUaCi2qOg8OZxJs1qxdlACU072Ru30z4N6ga4LWT5/ELfPV3B9Tz7VBgsWAeRKGTa9DZ9BrjRr64s9sYasG5WkWI0MGRfNnu9S+WxXPxaPPE3LPn4k7Spg9CctCGukZtFjCaSEQWQTD9rfqaBJjzA6fNSV8nw9r7bYw+rKsYhGI6lvfY3N4oCTqpK6shq2JYbT0U+Gg58LS04YGTc5lN7Pt+H8+Rq+m32BDWljEEWRRWFrGT3XhI9vNtaiG+hdanDoUsbVj7rh1TGXyLEfIlc0xWj9Aqt4FifVZkSrlZqlg3F+YgYiyZhK92MsM+DqpScrzZ0t7/bGagrg0YnBKCpvoQ5wIWTGZETRiuX7ISifWYtoOo01+zNEowqlmxFs1Zz8fBC3j3fGNcyRyEGBtJ3x2wC26PSs7XaQpiMCSNqXzUkfgYvXithzaDzhkX+NE0H+lcKsWma0/oXHP2zF0Gkx9V3OAyGF9QOS9e7XqHw9CZw2Ebg72ytYtA5D2lmU7gY8PAXkAZGYLc7oExNx8DUhd7WRcTASta+N6AUzsV3djin5KEfV73EloYj0qxVUFhuwWkQUSgFXLw0+wY4EN3KlUStPmnb0IbKFO4Ig8N3s8+xYmsLoGc1o1zeQph19UCgEVvc8RO9P43D0dyDreAnZJ4rIulRMcbmBQc0vMuNqBB5aBxQWOUqlQH5OLUODalhTpGJop8ZMm9WWlO15DP2mza/G2ybwO9o6etM4zpsqk4nbaZWsTR6NIAhM9tjER4n9KanQs+uzayiTDVi6uGHQWci5VsXk9+PY8sIVGnf3YeAr0SwfdpwWLevITHZlTvEI5EqBMzOPc+NKMUUxvqReK8fpTj6vdssCmYz8XD8Mdi+6zmuGJrYRfUO3c6L2boveS/13ERMgMqSrA7W38rh6opjGfmbsop2icmfihqfi3a4xJkUkV+Zn0GXbQNCnYi1ZgMW1EyknXqUk8yxtpn6G1tkRO9UokgUEFwcEr0bcSoxh3awgPro2AkFwYln4eo7ZwNlVyVO9ZShzUhCdAjAV1+DVPomwKVcRVJ4kr2pDXkIUwzY2xa5pw9VnfqbVd+2xyqKxWpVo/6e7xWayYSjR4xTsjDHxIMdnJWP3iMEoqHBs7cfcHeeRiXaOnJ6EWv3XPCRVV2NmavR2uowM5YXFf59OGCmsHwBjXjFZb35G9I8fIWj+uZRguFPAl0N3EjMsgKFjLViTD2OpViFE96Rq915kMjNa31IElQ21sx2r1Q2MNghti+PI2b/aR3mRnutnikm9XEbWjUqK7ugoL9JjrLNit4Orl4Zvjg7CP9zlH8+pztNz6ccMUtZngsGCUiXDLcIZmb8MXVEBkUIqBQ6tcVaLuNoNbDtiQWlyZfL2eI4fzeWzb87SMyiATl0Cefr/6Wvt1XElo8bGMOXFOA6szeCzGaeI7eFDdnoVFdl6RLuIwkOBr58j5hQzAzr7cfxiCRYLYAWtSomHmxpFtZmOvtVUtwqh+kIGdi85hTe9kQt2ykNNOEa60jTOm+59/GjWMQhBoSB9zXXSVyXT/JW2lF8oYPvyFLo0siPqzdgsIgpHEyHtPNFG+rN9XjHP3RiLxsOJfc+eoza/jtFb2kLxJU49dYquC4+ATI7RXEvS7hiObhiLT2MtY5a/jJP3UgShLVyYBs6Nocmr6GuTWPLoHl5bUYjdnEnlTT0p33XnUpYXzQPK8YxrhkeLEDzahZM8exsRU+LxG9CM7IN5nHnvEI8eUGI3JVG0uwivrsmUOmpZt/IzZr3VFYCS80UcGL2bx3OmALB3UgKd3mmJvk4k4as0Or0fzYDeaxgyuBGfL+p/nz7R9cdmFXmx5S48A7R8ePCv2/nxe6SwfgAy3/wMTWQIAVPH/urv+d9vY867et4+MJCIVp7YLUaM66Zh08bgOHIGBa/PoK5MxCBzJLpHITJLFXbRjK1WTtKtDtQ5tce3YzPCu3vjEvifLYWYdBZubM3l0tJUzEV1ODjJiZ0YSZMx4bhFOHP1vQMUH07Dt4kFlwAF4fPuHti6/eFaqlPyKPLpQ96h0yiGtyA4JogXpuwm3O7GnsrHUWn+OZOb+eIBTv2Ug0ohx9ldTWiRDN9nA2jTNYDkTQWoVHJeWRcPQLzbMp7vHMm2E3m0fzySm1dL+PnsKA5tzeCjpw7w/YgbhH7yHgfHbMN9QCM6vdnz3x48rLhTxXtd1zO4iRNOYW7cOVNNk/GRtHq9HUUXy9kz6TTPZozEXFrJorh9DH6mGm+nAmqzKjhyohFPvrULNO6IsgIUzXpDwETMSelYko7j/MJCRNGMvqQ9Co/J2O25kHkNK+XYQ83IcIQNzmj6tUbu1AZ7+Tlkogmh0RIsCd9hvHSE4ojZpNzWUL3zJIM+2oJjSAV20UxdijtOLVwRlJGIlnwE7RPIXX99uVxzrZmNTVcyIfNpBIVA6bdPYGoyD9+uQSzpcZQZ5/qyedMN5sw+zsKv+jJoaOP/+HPa0NntduYMPkxJZh2Lk4ehUP69WhX/mr+TGpCSTfswF5UR9uErv3nMlFeMp48T53dkENbMASoOIG9u5/i3VfSP24rzoCFYNm5B42pGNeYbkr+4jKO3GX9hMW36lCJWL2P7l2M5/Y4Gm12GRxMXYsdFEtrVG7cwRwRBht1uR1dsJPdcOdc351CcWIJWbiAirAC/ZkbMahcK0n0R1DKqU4op3H+LDj+O4frMjbh2vXu6rjE7n9sHc1APHYTuRAk9+51n5iotHiGVzJwZz84FyTzVfBs/XB2JRqugtKAOF7MaL38HdmXcXfZ532Mbo8dEcyO9gozCSsqv61gWchVdjRmlXSBmblNKe+UwaHIjDo/I5I3xBzm5N5svNg/BMbGaurOJiG5h1BU6/WGXh0eYG6dr4OuDExAEgeKhh8k7VYJcd4DajHI0NiPJj76JTKGgXXM1tgoRTZd20CYIt1NXkY89gkyQYTk3AptGg01xGEuTCxSd0OO4txPYReyFAZi7JaMKi0WmDkd59ASamLstg0bxMQTTUJCboEqHPuc2xV++g01Xhw0fzmzZQ0ZlJE3jZKjrnFH6r0BQBlPz3SSUPZeBQgY5C7C47cRk24y8Wo7a3AnBdyoq57u/zMozV+EYnok1chrGrEKUfUKxWUTMZhut/Lxp38yfN189TIuWfgSFuPy7t+uh8f2rF8i6VMl3qY/87YIapLC+r/RpdyjfeYTIz99EUP72rVb5uTGh8ynKriZRvGg+XvF5yIB+42/C9YMow79GJrOTX9icECcPfHs25uKsw1jiIoh5/RsAxj9r58Rr5yjaexEh+w4X52RwWu+MKAggkyFTK1A5KdEojbi5FtK6jZHojjWofXwQ8cKQlsbtSzHs7/8TWrUVddMI3Jv5gwjuHe4euClZtgrnNiH88k02TtZKHHRR+FSqsbuVcG1bEZMmRrNxdS7DPFcT4GPFLrdgUHsQJS+ge7ufyM+rpYXemeMDduMQ4UBosCseZhXrto6iVRtfhsav59TRHLQOCjbMu0awWU9xro7d18Zw6eUTHL7mga6fnrjWkWQeK/3d91oURcqSyig8XUTplVJCBDlz3DejtgnI5Xa83EyEtvIgZEQz9LkniV7+Pio3B3bPvErKpTKavh+FIucacudy9LeHo9DkYffRY3LIRG6LRuHYhM2fRTOrZASCQov950+RJbuiihiAGOSIxb4TnWEUdnsB9tHVKM++fPdiXGpP7EojGl8NuJtw8Mtg4hsRlP2QgBAdAuk2jKa92IqzEQQLxh8fQekooqv2QR8n4t4xBoVTV+wZX4Hv3W4UpxAZVtZjN2pwbjSd/FWruHpwD876QN5w2YogFwj0UnHdVcGkcdvZf3ziQ99/vff7VI6syOCrS4NxclPXdzn1Qgrr+6hk3W7cerRH5e/9u4+7xnfCanbg6qFqDlyIoMmFIsY+aUWtLUdmvoGs5iiFdSrkbndPR/eLD2HQgb5wfPU/XsNqtJG/J5lufZPx6pmBpRxSz/anJNcBlaqSslw3QhpXE9pJQ9IvKvyG9UJeuBlNz+FUfPEe3rM/I37Lfuqul1FVKOfIUTO17X7EQ2PAuYkfhtt3MBeV0On7N+jypYLLu/L44OWjjGl/AxfBnbY9UjizXcvolkqupgrk1eqJH96YZ1d0Z7DTTzw2vRm9+0aw5eNkrBY7c9b1xGoVecFxMym/FLFnXgpOtwSuXcggQqaiJktHPz8ZSswc6r0V/+5BOM/pyrKPz9F2lgtFy7NIPVpM2rFiCi4VYc6qpbIARJuNR0ec5VJ2N4oUAmqZhpbTG/HovDhKr1eytu9Rmr8/gKrb1Vhkl0j/cAXuzmWEFOgJbKzDtj8dQeFGRKwH9tpOyP2GUL3+IIY71QR9PBdR1CNX76Yyy8au544iK3Km+/OHEWp/QO34CXI3IzL7UBTqbtgrD4DbamT6UnBuhd2QhdJRRHDVIneQYdx3Gkd3JdW3TKQaPGnkXIIiojll2S7ohWhCnhyBtqyW3I9249++O9SewkoppppRiBTS40cjjlYj8us27I1OIpOrifn2dYq/zqFzGw9C4714N2Q3c77qxmvP7OfD104wd1GvB/KZvx+Sjhby0+uXeGdHTwKi/hq/Ev4MKazvE6veiCHtDoEvPfEvt9GEeKPPKUNQqMm+44YqOxLH/gOwm6uwH++FULEbn5au/LCqI8Z1mXQbHwG6bFD8c3065edbdOx6CY/eoPETUMavoDHTiY4zoWkxlJKaMn6e1IRnumfhpLGizv4Uh/4vUb1qCQ4dumO3y6k9c5G6Wi3hM8YwPCQBlb0YY5WBKW2+Jj5Yx5DxPRAUdz8qccOC2NSqM6WLjpGd7YxTh2EMnz2cxNePk1FVijFPhkNaFRa9FR9HR5ytSjatvMGZKzmU5tSxzS0Fux0c5ALCjmxadvZj+Phwao/l02KID4YSPT+ddqdfrDc9Z3ljzCqkbEs2AQUyFj1/iTCNkVUTz+IZ6UxsSBZV5UbMNKK22MiKnS1JUlfhFaAlzEfAdCKbb8foyb9RhYdYy6omG5ApBCrNGmqSrAx+pS1RY6LY98It4pYuBsDj5nvokuwoA1ehCjmNNciBGn0LQMbghbHok8Jp/WQ4Ts6h3PhEQfi0uwf6LIrFKAo12ALPIGouoFALUOgElQmo/IzY3HKROzZD7toeZdhZFL224GKxYnzpA7IOg2xSB+4U22mt2oN112bk+jKU1kbYby0ElS+laVFoHdriHNgTB/klZBWJ2L3dQdMMpTYLc9JxgqxpFHynofo7PVE+Trz0fB5NotzZvS+NHofC6dk3/P594O+T/Ns1zB9xjKc+a0PLXn/vu8VLYX2fZH+4BMeWTVB6/Ouzqox5ZegrRFzCXeC2Dp8IZwBkKjfosJrqCjkL3lnP6Omd+OnlS5zemM2bn+eDyg1zjZlN8TuJjUxE2wq0Hpcg+HVkhR/i2PYO5adHULktk6C5s4juc4UrG7Lx8BVx9YnBbrEh1lTiPGoSuW99jKhxwzHAn4qDF3AOUuLYuj91u1YyZkYXHC9sxZ6yB3NOU1QhUQDUbvoeVUg0jWIDcOozEoBOX/TCe3wZj1t13Hn/J5aHVxOlreaHhUV4x/jRPt4Pp8MZPHfhaZxc1AzqvJbmIwIYP7kF57dnk782nTUHCtCW12IxGqg7m0t+uRLBzZnCcyrmbehHWLwPv/TbSdwbzYkYEcmFbWFsmXSBzj2d0QQ4UHHOit5WxrW8Ou4ggwo7wX7e9JgShW1DFl1WPoZrtDeHPr5J6s5bKJyUmBOPoJVbsO7tjmA34h2j4c7lJngoQN1pNLem5dO6/4coFBpUWVvRWzNo8aoBsS6RDAcRo34mongHe8siRNUS5JZGyByiMIQm49RkI4LWF4NhDA7tm6NSTMVedQBubsKe8BLU5RLYVs8r8/vRP+dnCmS+tPMxIUSPAv8O1Bw+iRixEKWzhrIjl3EoqkIelI61IJcavyzOHniOR4clIlCA7mwpcvdwUg2BPLW2M4fan+Twuo5E9fRh8uAdvDH9IL8cm4Cff8O/Mez/0lWZeKPLPvpOjmLgs9H1XU69k7pB7gOxuoz8d17D5YUFuMb8ejZgyi8kf/7n2FFisHiir6vC74kpyMPd8Q51/FVHRVGejveGfsmyK+9i0Jl52m8ra05lg76Qg0uG4WJLIcQvCd92txDiRiEUrQbXdtirk8jZ2A7XDkFQegx7Iz03lnfCP8JE6OwZVHz1Ia5PvoSltprT8/fijgK/Nl6INVWovNxQ2ktQhTfCbdzd3uTaY7up3red85XdUUQF065yNXZtI7yfm4LS59dLPNbyEsoWzOJC+USuH82i21hXunwymqpsHYcHrEbVuSUVKbVcvFVAkaBDZvXEzdeBIc63KRrUjdY9A3A4kQRGM80XjMJmszHXZQsDt3Xi0slCktamEmtUYjSrEa02akxm3INccHKQodKV0GiyL13f7I+1ysyatjsYuqM/d44WUbDxJGl6Z7IL1ViMNnq1vE2/4XUofAO4eV5G4ymd8WzVEsPFC1Rv3YDfxwvBcpXkt34i6Hkz6sBsdGl6bJec8O1Wi0wVgr06CXvEUhTa9pgs32O1ncTJYROitYpaa0e0NaPAlIlFfhNRYUJTqQS5O2bHclRFkxG84jAknAGtGwZ5M0o27EEmGPCa/Cy6W/lUXrhG1OsHUHmUYjPJKF/cFW2gL4qAIOztlqBwO4Wzh4bkb67gEu5KQHcvPulwjDFPO3B6dRYnslyxWUEmyMgOrMM5UMPOg489FBd8slpEnm++E/9wZ+bu7f23atH7V6SZ9X1gzb+NKCrRZVT+JqztabtwDQddoRmNcIvc681o1tITrf/dWbWo14NK9Y9lh5Tcu6fROjipCIh2Yc3HpbT0M+Jp3Y+fZxUqN0f01r64eLXGXroZmUsslJ7Dq106FfkleDUFu7cXnoFyyrJ8ML+zFI/oMFSNm6Gb+xRV5mAa94tC7aymIq0I53YhWC/fwmXsk/+o2bnnUDY/XUrfrQM5uvIKJrsnTk2CfxPUAApPH+w2G+3aZOJRUUzRiTw+drSi1irwcFSgLawhekQwnVwcMSWepcWK8QCcHLyImE6uFFRbOZ9ixTe7gJttNmCptWBUibz9+CGU7kqMRhMtvOsY1N2Zk5eVFF6SEaawonVz4HatK5uWFFOzcQUlxXUMsztgGHYClxBHWncsIsqzkoCnpuMZrGWG0zYmnBuNaDZjTz9GxroU5In7MecXkldqxy23FYLKCfeBbtRWhOAUOhkX35acX70bL5985NY80Lsi1M6mvHYC2QcMhE/MweTZHJCjUMmxiddQOvRErmmPTdiFwucYAKbKzthj4rCJpdhb3OLErGiuXa7CVN0OtUpP89yDhLfzwjXUGWvueJxix2EtM2F13YnXK08iilb0td8iU89GZ8jDu08l5d9EY0otIjKoHbrsUMoClei0djYcf5Qn3bbw6bK+TBqznfnvJTDnwx73+BN/b9ntdt4ddAiFXOC93b2koP4fUljfB5bUiwhujnz3wUGOv3cOm83OmHGxvPRGB2QKJWbRGc3g0VybdRq3WG+0/s4Ys+5Q/MUi7GYjdpsdnxeeBZ+7yw7W0wuxp+3n49m+mA2FyMoUiIEa6mSNQW/AeeK7iJXLEF30yHN2YDd44PDEXj5QbqbL6FzGjk3g0E1XWj/RCZeb/x975x0YVbXu7Wfv2dNnkknvnYQkEHrvBKR3RMGGIiI2FLseC/aGHbGDBRCQ3rtSAoReAiGFhPQ+aZPps/f3B/fT6z2eezzqvefce3n+y5rVsmfv36z9rne97xLWv9uJrvWfEG8w0jXah6quCpcjGF1CFN4TOzBPmIDgtoPu6iuz1+kmKNTNsdtWoXYZqZk6ntib/nZwd62fFzc+0uZ0wbsoh8OSmm6TY0l2txI82IyhfwyXD6jYdtLF/MHfUFrSTKrQRvy8rZR5womJ0zOscw66CU8R3CmY+uv34bxUjlsFYREahEaFMzkheKrdBKpbqKlrRmwVMRhFRljqaffUOIYMiyfnpi/pvLA3lk5ROA87cGRto3nrfuoKq4gMUih9eCYalUiCYKDNa0EVnoq511C2j6gg8clXCY4zk/faMWxVTUQtd6P4rcIv1got2Sg+FcgSPsnK+ic9dBrdDb+6VYhiIEQ/jMd/HTJJqNQPI8g2mmu+Qm0fhyLXkHs4iISOj2O0hKEyR9OjWz4Zz91LdM8APmy/hfVndMSZQ5h9byBthdn4DdqEoLlM8IQ9eAoXIphGoFKF4aMQtWE0Bn0GlYZ6TI9Mxno8i4j7Mkg4lMf+l0+y56GTiIKP2VM2IWlUrF5+ketGJdF3QMx/y7Pwe1j8QDblOc18cmkiKulf/y3gv4trYv1fgCf/RwKmXKZHrkzidTMRJIk1X2yj3bGNmFpDiGpXz9frVtDDF0PHx/rT8uMBrMtXYukWguiVkSV/GlasQv3g06hVHpT8HaimLUcpPYxWF4L73CkcZ3Jx1LYQPe0Csv0CSuNHCKFvoBS8ijDyO0RJxegn04iIjQPrPnrc1g1L4ecEjJ/IhOD9ZB0PwpJu5eDJNMY92Y7a7w8QPCQFVaMWIX879B6GbLdTtngl5bvLSBkQSVzSXuTQrmx6Ero+1Ze/lV9WMuswZnZD9ggIbacY2FeifNcZNmscRJw7wsWHqzFa1Ez7yw9IJU8zYGB/urg34u+rRjPxEZxWJxfv+5GTW+uoeL2Q6lwnMYjkVbqQggRC0vMQDOm0S7aQpM/ixYMiPxQHYlYE3g0Dn0fg/eeO0FymEPbWu9QKPhBlNGYvDkMdpvQY7v/0YwxdbkAVeROtJa1cfP4YiQM747hwAY3kpObQ4/irTtF/tpNL3/bD7SxEVCWQMOYKRZdiSRhRjKRrQ/AJTF5WjS68N+S7qTrcA+vpHNT+GkIGt2EYD6Jo4pZO97ChwITONIAjO6rY9pWD5zZkIgd60UozUFdnU/PBFTLa16I4I4mqKKP663LixzWAMhJRn4mYdhqEDUhqf+SGB1H51EjO8UjubATrGbxbNnD7yBouPNKDRI1IPzEQe52T5ggX141I4q0PRzDmuuU8MGc7uw7eSmCQ/r/3wfgNbF6cy4FlxXxwehxG//+bLnp/i2ti/SfTcvAgTrwEp3xCz+4/onIfI+yee5moehe1PgxHmwFswUyKzydlwA7atuzGUx6JJVVAHRmBYfzztC5+GLnFg6uyCpO2DSW0I6IpFNInXR1ECqQh20rwBBWidIm6Ba9hnDIbfc1ChC7zEc2xAEx9rTPebXPxtSXRsfATmkULJPbBcnY5k+eCvT6Wfm1a6rcd4cCRDDpZC+j+ZH9cTW20vPAAzjodV0oTUaJ6krZwDLLrJtxfziB59DTW9l5O8k2pdHms508B9gHyHv8UqnT4V36I6B9AQmc7ZmMH+v1lIGLAafTmrzDG7QTAc/gtIgIasR52czlfQhfSSvY9yxFVAn6RcTQFlpMyJIkeA4zU73biMYbhc8l0iz1FCS4cLhUXTnega6OL9uogXE1eKqylbHotm7iUQPpPbCa2nw3dmEWIkoT78xGId9xCUX4z505EErZhP7kbtdgrbZhNjVS+sAGVxcKMGc0E6PSoor4AVxJtpz/E6PcxsiyjThmH2qHBdSYMdbITR40H/cgtIB7EmahFqDQTPXMiGj8Pjg1v42l/BHVKX/QmP84dG0iPzBamPvYuzeeb8OY9BChUNfZFm3UGU/to6mOjKa0UmHdiNm3fvYOvsgZf4yCKGw1UFSUQfO57bBdFPC0h9Jy9DZVwEvRhZIwoRYi+A5c2iohpEjEzRzA98EOOf96bI8+5KCttQaUS+WrZJEZlLuPumZtZvXnav5SJ4eSuCr554jTPb8skLMH8z57OvxyqBQsWLPhnT+J/E0rxctRmC7pOt2Hs0Y2G5d/hcakoWWMj6p470cVFow4OwL++AaExAmuTFbNkR0RGFRyBJr0PvrpyVGYDpRsOsy/PxMS+R9FE61D07RAEFaJ/CP7Dh6CueBS8ThSdGZ22AcEci6rbo7+Yj3xmKVKfOaiGPciZdQEcX5CN2l/G4p+DdN1CvOc3ozWqsASIL/xXWAAAIABJREFUaAxqGg6Uc3GLgBCRRvsPH+fAi8UMXDQUQ4gBQdKAOZTg1m+JeuBB8pdd4tTL2TScqyOsXwSNW7fRfOIyUWPTEA1+BD/6Et7CswTGS0haFZ4z5dhO1VD1xSnqVu/Aa3RQm2fH1xZFYO94IiZ/Q79X36PHI51I7/AJPaZYaD8onTB9Ds7zl/CzSBhc1TRVGMg9IuCyCZgi9LSLP8PIT29h0vtdSZO/5NZnRzN+7hBiVI0o1YfIXW6k8NMsFLme6+cUsGxpEY4qLV3FNgKHj6LrE71ICttM0KOv4zd8BKKzFu+VGnQmL+Svxd1Shil1AXLzYhSbE6lFpNUwADliArXf2Yi4eRMa/Sxk5Sz6RC/GEDMqaTct5QX4HPtRO7M4fDIDj0umV6YfGk0dws4mTOM3owp5iLylDfgP6UfEzcPQaxq5tPM8fUN2QfMVTpzyZ/ey03z8cTFFp1X0DZMJva4PiXPSkKLWoe5zGLHd9chXduMSOmNvjCB/Wz6r1rdhLbGRlhpMcJyJ9atzufv+HpjNWpKSA1m14gKyV6FX36h/0pPyS8ouNfPsiN3Mea8nfSfF/bOn8y/JtZX1n4wmtR+cvZrXTzQYCL3/HooWfIF/rz5IUVeTm6oT0tH2GEZjQSFf3vkhp+oDOFNl4vU3+3MnoBtyA96vFqCJDifI4EAy+0HVZ1DyAnL8K4jBE64OlroA5dLXGM3VYG9BGL7kryfktYPGjEanIfOzoTR9/Qnbvu9BzedjSJHyiIw7jy1qPnWfnSTuuTvJfngvYohIl/enU7SuCLVJTVB60E/dSanDsO34lNZlL5HctTfSmAgKN5Zx8d4Xade1iJRJdchRz9Cy4RDVj825aoMvvIxsrkATFYku3krwjHfQx0ThcL2ERSlGrxmHUpWHW7bjWrcAuaEawVcN8gZk30FEvxCik5qRB0whpF8CQvan9JdqMUy6BbfTSfPCJVzecoVTrzQQogrHuWU7jdWnUBslOo3VojZrib+tJxbrCfZsiEfqNgNvXRm2T5+mIdzC2aXFKAXRRB9/HnejD1F04R/bgFzaDGg4fCkSb+GjdBiehs+9A1n1Led2xBHe8RJR/QpxLZ+J4GlEcLfhDvYidc4BdSibz0eSnpVA3JTxpHX3kHuiDsTOqAwD8bnOU7V8BTUnGjDILQSWrsfxAYRpTPgqhyOY1WhSB9JJf4U+0WbuLF+DFCfh0gZSor6VnKxGuqeqYPNH+BoasFvDsTWVYRkSxv6j4dyxsRMB9TLV+xoY/mpHHrhrG998eobjhyu59a5OZI5MYMlnp+nTP5ruvf65saBbrE4eH7Sd0XencN2s5H/qXP6VuSbWfzJi+BDkk48juxoRtQEYOqZz9lwHblwy7hf1BEEgMCWZoU89wNKbN5LeIZhH5u9mzPhkIiL8MM54HN2qdbhxoB+7BFFvQr40E1oOwb+JtRA2BsHYFSX7WYQef0EUf/465ZqzFC96BX1QFJFhnX4q948rZMaGr7F+v4TLG7IIHy5R8tV+msWu7L91C6lzupD+QHdqtx/i0KNFDP34r5P0avsZkCz+KDVGXIVlxPXQEDxkAubhfWB7X4SOMahqLqMatBa5thjn7gWYrgNSnsBZ9gW567IoPxCA1xlI11uOEV43CTRG5NBQRJMTTfsbkT0e3IfXYn7wcwCki/eiNTbRuPMQ3sJWZGcdR59YCopCz2dlataWEJASQUR/P0JTz6Nv//zV67BxCSEDB3N5bz0lR5Owbijh0plN2K1u5n5Yzb6HT+CfYCI8IYjgkf4YM29CcDRjffdplNDeeC+fQuPyw3dyOT65CsVWgaJuJPOet3EpUWhcTQieDoidn8VjE7EteQ3NgAYEKZTcKn+Shipg+YLRI6uItCawZeIpnPVGBG9PtJIVU5AXbUQC2zd348asq3kjHc+so63dSAItNWgKc2g61Yxa6oC28QhvrEhFm5FDQloAdXWRpEzqjRTbjeq1WTh/OEfolAEIb+2mIKuOBreXFctP8+KybFRega8+PoPL5aOmysbXGyeTmfUNc2/fwu7Dt2Kx/HPs1x63j/m9t5HWJ5RZb/b4p8zhfwrX/Kz/RGR3C/w49eoJwyHrEUWR/O/yOf7KSW7OmfE329VU25j/4E6OZVeSdfQOwsKvemEUXWrkzsHr+aFmFnLNSih/AzJ+RNT8/fRFrtXXs+jBsUxbN57YvsE/lStHxqDEzEI+exClLhdF0eBogEsFSXR6ajT2qniK39lChynrsJlnEzJu1i//x+YtOAue4fs759JYYcLtVSEZdYSk+WOK1JPW7kOSn/wM4cBglMAZKA152K8UY8qoB6Ct2cCxb65HGzeQ8N7+BHW5mYC44wA4Wm5HEBJQC13xthzFteosuiAtuNpw21SUXeiAFJaMLt6AlPA1If22IxkknPUjkYxzke2ZtB7fhNuxnKzFD9Ba2sbgB79l/7LBNNenkj60iC7DdtEc8AVxA4ORLvaF9O8RdfG4L+6mdO9ZLp0dQF1OE+1CfyQqpBVUalrbDKiibaTf0hnCe1D75tuEvvEVoigiH38W2VmL0zIR68kClEvHCJhzAVHy4HGJ1BeGY7sciafJwoXVSQx9ZSyWjscwNS9HMA1GiBhBS/5hjjxuZcRLKpTmEupzmvCoQokaGklTQwhHv4lg5Pt9kQUofuB5gjpImO/8C8qROZy9Mpycwu4Un6yltaiOkHbRVLW10Tkzgp7DowlMMhCbZKFX7Gd8tGIM1joHrz94kMQgC9ZSO1a3i9iRFr75fsp/u/1aURSeyNyJvcHN+6fH/Y/w//5ncm1l/Wdy/jUwxSP2u7oabMhp4PBTRxmxbPh/2iws3MSKVVP/qlyWFQQEvEdfR1FWUbL3BpreXU7QgPYkzB2Gs9GJpJd+scEHIDcWcfGgBb+EKGL7BrN6xmEubaygXZ8mbnzehegsQxr7Pt7LB/BseQVNp6n0vMlH4+53KVzVn9i7RqIRthNk2IDsnvqLHwe3tpTqujgS0/3xxLhxWVvxtHkRvJcRVTXI7VoQJBlFJUJrMWJYF4zyKei2D1ETiPH8awx94DJ0mIFSfhxXmxfn6jkIrXUQXIfc7QRe4RCCOh68IuKQpxEjOyFdeYH2o5oQ0+YgWytoKfqAonc2YC+pw7+/AdH3Na27jyMFmjFc7yF+VAzRg8IJCdzAzMkgRozD56zDdmA5py/Ws3zJRXSO65ie+gL2K8GIWpFaoxq3zUvatFhSVOWYht+CpuMoCreWs+fh46Q8PAD3lQqKqiPJv/VlJKUNramZ0rOJSLozBMTUEWnWUPTJUAJCGwlOzyUmsRwhvQ3kAFS2ViLTTiLKZTga21C1rkTrXofZHMngCS2Q+A4qSwJK3krUkoTQ6TaMDeWI8haEiibE5hKkEAMNuR4uTvuYGssgTldGcNMbsUx+sgN9U77k0v7hvP9ONrpAHYYgDXlH69m1tJC0mCBen3OAkAgTzkYvXWdEMuz6RI7uLefbFef44LVsHnz6vzeQ/wdzj1Cd18oneROvCfVv4JpY/5nUHoR+P9uNt0/bSc9nehA54PfZBH0+mdjQSig/SnPgh+iSRLTWImRFYFW3lbhb3CiKgkqtYty28fgnXhVVpXg7V/KSSJ0UwxcD9lCT10KzUyau/VlczQL6/vcA4NyzGjFuBPoRc1DOPkxgRjzCapmIyb3xbk/FU+9A2jIKUqdD6j2IogZJmohoWYM1rxWNv5aQQSlEjkpEpRzG5F6H1m2Cc1+CVouQficIfgj1K+DCPGTZhmIrR67UQt4sMIaAnwkhKQ517KN4/Wrw2J9BG7AbWZZR/Kdj3ZeDq/4snjonQf1yUG2dDJIG3wjAUEvoyC6YB9gR/LOIu/NVAFpsK4nsYEeo2YJc0cqn+07z2uJ38Hhkvv/SwK5leSR0CKJ3dxXR/c1Ifd9CURQSKyciRbyIu7SCprUWDi7bzZs766gub+WljErKnslC1OvQazy0qXRkXL8PnziULresROy1CV+bA9u3L+Ep1tOUH0fNsWQ63LcOveQEyU6nwZeumkyiHsVdGU7xoh/psephFMWHIE6DhgvQdgyNKRdXbQPKuY2oNeH0HOxC0UxBTB6Py3iGuHkjEXcWkPfOKRraXKgVgZyNlRhVEs+O2klpcQvVkoOqvs3EpVvo2D8MJQg8osy9D/ZiYOgXKP5wqbCBmY93ZfWiHHZ+W8CwkQl07B72x56B38i69y5weHUJH54Zj8H8N3xAr/ELron1n4RcdxQUH6L/z8HefU4vSZMTf3efPq+MVuPB1hJByeYcAvu0I+bOTHbdfpDwvuEM/mgIO8etpj6nkS1jN3PjyelIBgk0fkQm5LHj+fPog0SsDT6S+jrodtNJtL23I0g6ZKcNAN2Ef4uzXX8I+m0EPkWWZQRzJAIalKiRULcOilcgR49D6vwsAd2sZO6z4t2eS11eCOdeTMLZIKIdehcjJmSjFKwGSxDK/rkIkgl3nIyosSKZbgZjN+RLj6C9exsA3ubbUJqsKKWHEOovIsQ10qLtCniRhok4NpoQdZlYrhuBqssPmCbuB0BxjyX6Xg01WYnkfWojqu9e5LWv4m1qRR3Yl8Shz4ApDiUsltHTc5l6911ERJhxVq1j4KF4UHXGdSKXtsqTfDHhR6ryWxmbGUeMYz6CVosptY3YhApunTuTwSPiCN01HfUd6xE1OnznFyDXZSNo3Qhtx1Csaryrb0MQVehjveg9RrR+w/HrHIM66DvE5Jyrc97/ELJTi6wBU8eDRPY7ipI9HRQZ0SLjq8hC7DAaQ/+OVDy/lcgnr25UK/veAkMUiq8aQ2A1tk1LCJbayJzczP5las5tKCcs1Q91kEREZgAPzBzA7Ds28eAHfSk+30hObi15Z+spyGlg78oi/EQfn394kqm3dWDyjDQWfJnJxo8v8vzcH1iyaxL+Abrffc/+Fo5tLeO7587y0s7hhMb9z4lV8s/mmlj/Ccj5n0HhEsh45hflsaNi2TR2C1MOTELS/PqldtvcNBa0EtY16BflVd8fxLryMOmKCntFMOGzxpL1yGGcb+4melg0gz8aAkCP14awZ9JafLKHAw8eIPPzTIT0m+k++RCp3T5HFZLCsvf7MPPlj9H23oSosQAg6kyY7l4EgOKsvRr7Wh+BqJZw1zajNoYjuG0gmxEHr0K2V2Bf+QCuk8/g8HsMv+vew+ynx284JPXaj1syUtag5bNbpzHrcxlJ5w9+vRF7P4vgeA9H20lqs4dQdqiWbhGgVA4BGkFxQ6kFudGBEJSEtl5Em7gBlSYOWXwd/Yg83PE3kru3Bt3pINrF3IzKVYFWquXIjoOcWRSCf7yB6OvshN86BlPnFDzifHzCQHSG5/G5G7GUjqZu9WnKLtUS3DsKbe0buPLDEI0SprGtBEQa6H1DHN3TjqFrNwXBvytyzSGCTz+L4DBT8mkuFVe6kFI/B9kho/gURJ2EPiYGnxiIVhEQR76GFJmBWLGMqNg1yOFJeKsrkNv0eCpnoWBFCW7B69Sg8SUg6dNoOVNE+NzXEbV6hNaFKA4rskGDVluDSt2GfHI+npYmdOFtOE8UUHSqC2KXEE7+4GbUcAuhBonQdDVjXuhIfVEbHSOC+HFDMVI5KAU+ns/cjewHQryKiTel8tHjx/gmawqP3bWbMKeL59+4eg/1GhHF5k8vMSQznmdm7+X978cgiv819usrFxt566aD3Lu4N6l9Q/9LxvjfyjWx/jMo2wSdn0eMGv2L4sEfDWLHjbtY2WU1k/ZMxBRpBKCp2Mbx93O5vK0Ce70TSavCP87ElM/TqFmXhS2vHBRQDetD6dsnOLA6BveSffRc0Iv2t7b/RaaUoIxQUu/qwqWl5yjfU8rWiRvp96Af/kPex1+nQ24+yl0xdyN0XI+o+RuvuKfnQkgmcusVglJLsRVWExgWjtBSgNJUBYBoiMKjGo7ae4mGE3XgegNj4l6oOgQYUcsuoiQ7k186jjrzTRqPr+TpuQ4arSvxC3VxXVI89SdOYEk0UTNPQ7x5JGrjbGTvKdzGZ9FZFiN7GpDPrsVjex6f3o4cUsSFg7F822cD5hAd96z2gCkMwu9C0ZfR/d7vGPzIxKvX1PEIhspi5BNHoLEZJe4UcvV2BKCtMZjGs2X4pUZgSknEb0w9utCryRtcVzK46eVk7GcKcOQ68Jx7F0eBGcXbiksbxsmdxzAnBBKkC0TTzoJh6iPgcVP7zDz8J7wAzlKUk2/DpfdR6rVgL8HX1Ig9dwdSRBSiLhR1TE/EwDl4vYW4N76JoevNyHIxgqTFufNdtIZGaLqCGFgENefBfyKRqVX4AubReNmGu74VlcVC9YVG2k8L4/SKw4x0qEBRUFqdvD3iB2LTLST4+5F9ror+b8Txw6krPL0lk+OHKzh6sJzIEDMeh4/PXjhB5YUWGt2On77+DxZm02VqBFlLSnA02PnggUM89NHAP+nh+JnmegdPDd7J+PtTGXpL0p/e//92ron1n4Ci8QdbLrI8DFHU4MjNRR0WjhQYwJjvR5G94BhrB64jYnQ78jZU4HPLRPQIImNWEi2VTvSBWk68f5Hzj3xD+LA0om4dRsjoHhw/UMEF9xXuWziAoIwg/NtZfnX8zk/2RW1sw9T2MW3+AvK5AKx7v8By/6uIdc8iRM9D1P+6OUap2gLOWui9BnaNp6K2G+qjMoE3h4OQg9xo+6muZcadWD97l4ikfCpOQq1hAhFTXgFA9jrRbRiGrmsKuKwcrB/CptwtbN06iPSBgbjohr/mJQDaqr9E8Z3F2/QCsicfvDV4ijKQHToktYxgLUOKnYgozaPzyPvoa/s3l7bm5fhUoQhCI9jP0FRg5/Djn+FpdWNOmEinzBXoQxMRAzsjuotg5I+Iko6glkwib4wAa3tcpSfw1h2g4dsnkJsa8CXFUL/7NdT+QZg7GgnMUKMbOh9VTAL1z97DlDU98fhFU7fmCs6SC3jWr8FbVQmSF/HyEwimBHx+ZnDIkPwXBF0E0tEu+I+8C1rr8NZ+h9uxB8FZjRxYhBDXiNN2D6IqgfgXG1F54xADZyNozXBsPGLKZhRfI6L5FN6S7RgT7AjGEvSSTOrkDCKMxwnzV6PpMgkxJJqo/AK6949kyJgE8s/UsTazgMrLrWgFFS+M24On0UOJrw1jrQp1sIqgKAN3vdCDu2dvAeCeWVvYs6MIh8PLMwsG8sNzVvIuV7EjPY9R9/15YUndrqsuehmDwrntlW5/Wr//l7gm1n8CblcaiF/jK/qW8qw+mCsMGFIHETDl6qqv94JeaAM1nFh4gcmrryOyVzBrbzrModcvETsolNpzzUT0C6PbtxPQBf6cWMDnlREEgcTJf38Vknp3D+SSUYgJUxGlQFpXfkjbtuWYe3hB/euZagCwXYa0ZxFEEWXERhq+OYL2ciuCKQ7BVYfS4v6pqqDREjhnPtbP3iWy/SXK9ymojDpCR3RGlHT4AKHzfERRZPAQJx8s6kTn0IMoBy/ibQml5thdKB4PYoCI6bZKRIMJlWEcbuEyKuNuqp54hbgn0tBas1DiJ+LzHObKD3Ec/2ArrWVOovsnMeKtb/GpoxCkBA7NuoFhS0cR1DWa2k++xCUm4DfldipPWpHKt2F/czWusloUdSph/V9BPh+PGOSHOERG33MwmuQMvKr5BE2JRzLfg2wtRLnyFCr5GMqFVbh1Pr6fuZMauT1+QUkYKlxM/roT6hGjafzwcbyWh1CndEZQrUM+9w1K2y5oyMdTZ0H+9k5UlmguHh/Cub0Gbj7QAVGXgLPgPrTiYgSDGdm7CqXlLFh3I9gv45Ua8VSPRVAF4Qw04a2ux9N9Ei9/WM7Q6lCm7hoLwOGL3zJLViNcOkOSt5i1z1Ry+Ol89P5qIj1GHK0eUrqHEBCj5+753ZncayUPfdmfxW9mU9fURn2jHafTy8wb15O1v5RjF+dQWtzE7detJzUkiOtuSeW7J0+hildx3dh2v+uZ+PcoisJTw3Zi8tPwxOpBf7i//6tcE+s/Acf5NjTeZ7hwNI6GnPP0u2kjej8XMPGnOl3mdeHMR5c4/HwWV076CEwx8+CViegsf3sn3OdRfrPtUNRYEJPv+ulv45hbsb5xH56OvVDXr/vpIM1/REh+8Oc+RImxX/VFlK7mb1TcdmSH/Zf1NVoC5zxM7cuPUdIs4913idARna9+aIqCC59Cxj0EBOiYnH4RueAcQmAC2qT56Pr1Qgr7OWSsLMvItVeg6Ru80Q8hxaiw+X2O2uXF13o9ghCOJsJL++s9JAzLJDBZj6/tKNqQXcheL4LwLS0HT+LatxVHYQmXcvw5+eg6tCaJtPThdB0NIRMGYkj3Ipqb0d34JbJXprW+MzrDBYTKDfgMxTjydiDW5SH6BdFWFULwFANC9Dhk1SEGTjQR81AmHqeXN8Jq0BhbUErOIRm9uM+9iORUkH0B2MskzCo/hMAZOEtcaLoMQTNwPNFJVrKX70CRm/F61qIaasWXPx1RpwWdHll2ojJ0h/DxiFVnUHnnIIaPQgo7jHXzXuInaikoauHGNCu+8ysQZDuPDsnAcawVQ0o72g/uxqmyZp5ecdU99FjoStL7h+J2e9i19jIv7WvBV+LjBvMKvF6FRoOLoPYGNC6Bo4fKmXZLB555ah8fLh7N6gM3cH3/Vbz+1hGSewXy8JxdfLpCS7/BfyxC37uzsmgosV+NonfNRe93c02s/yDumgbE4DNoOxnp1CMfQfMIGsMMPJsm0LbpdYwTnvyp7o2HJ1H1wW0MfPMTIroG/t2+vV4Z4Xdu9Ih+FoyTZ2Pbthi/yfBbH5F/vxFqD7qd0pVbybj7l3UEjQYvWs5lG0h6Kvqnck/Cg3DyOXQZV10DpX4PASDLXqi7gP1sFt7yYny1lWhiC1BKtaDWkV+bhrOvip6PDkJSvYxw4kbEtGMARPSYiTHgGEXrojl+UabHNDUcnX3V1S4+Esd5LaYByaiTO9ByqIgFtusBsC7cg5jYDpe1jrqVXqpaDez/6HsUGWZ8HY4xMguVX1+EkESEuN2YDO8DUP3cx1hUKUiuarShzZTut1Iz6ytkr0yXjCa8JY1IYUm4jH1pzLGTMG0eIuDbNB1F0wnBU4y2Uz0Ne/fj250LPhn/aAnZW4WgaoentBstxBGQsRUh7WsczhuQNL2QfYUoejdyzcf4LEtRd3Sh2RcKnmy27EjFu/0ARLyIGJxE0NkjeML80HaLI67wJAUnylmYuY/aQhuaJoVX+uwkLMhIE3a6d4+ikyeU6x/rSGSKPx8+dIQamx2fovD5svEMHBLHm68fZvYdm7n/7h6oFBFNlMhND3UmfN8V5t68hc9Xjqf3gGh+D6vfPM+xjeUsOj8enVH9u/q4xlWuifUfpH7dLqArBl8OcksBdSUVSJXj0ZwP41yBlUG9q9D822pSH6QjrkM1qt8g1HDVDPJHduX1PYZy5PARNs9r4OX1dowWw99v9O/w79ML77t7qdt1ipARv7QzBoydwKzAA/gP+Pl05LGnC+h6twNN6wlEcw98R15FubIbFAVUKmg2IwaMQduxF5Lf/aimH0EUTVx4/jQXFxXRL1OPYv8GWeNG2ZOJ4G1Dq/JQX+Kl/mwDQR3D8GVFEPbye0gmE8531uNuaMKvawKuwnyCA6q5fO8z+GxtyD6R5qPnCU2LRhvfnk7D19Dl8Y/Q+WlobfgejyYDlaMbUkMWdksDTvkhFF8puokaKnZWEds/gub4OOa9XEtW/i2otBJr+n1PeX0nEroKGFPLUdzZyKUPorjLMI2sgsoFKH69UMfHETTwFJpBryGq1XwQsI7MyiEEx1qRgvM4t6QN2/6BnDy9k2ZhBE9vfhuTfyKikoiqthVNt08QTFqcyWMRjIsRxWa8KQfw1byN7KgnvFcJrgNBeJaCSm9hVnpHmpI7M+LRVJatPo/D7uX11WMZ0fNbZr3TnSUvnCJ7YxlBoQ2c2VNBjeziu63X8+wTP/DRl2N44qn+PD1/LzePXcdzbwxi7Iz23Dx1HXfO7UpNdQuPTtvJkr0TSU4P/o+3yH/KkY2lfP/yeV7Zex3BUcZ/qO01/pprYv0HsRdfwUs4kTGvsv2z8xz4ei0PzfqIBkMUVdVGWvfswD/zNFLEB1cb/AOn+70emT96AnjoA09x/NQ2bo/agH+ojsAoPfd/1ofY9IDf1D7ugfH82rrc0HsAht4DflFmL2/GEN8OmneBuQdKUxFC2k2outyF3HAB/aH5ePpMp+7IFXynOtD0xbtYTwcS7rUx4o0NyHUGBE0c+PwhfCJ0uAd8Z0m0PUzHW7uB9TDnXtXy0cBdNNQoSM4W7pt4nOb1F5BCQuncLxfD2Dsw9e/HtvcLObqqhBdX9oLWQzTvN1O/chGeuhbQB9Nu+lZQH0TQx7Jm1H3cnpuJyhhHyekSvE6ZuIRgIoX9JEfUUbJsE9qmevwNdnwFu1HS/dHFxKIpK0cIewlBE4PguAM03RBC7oLWE6gNG6FuET5nIZMe9eC6shyffxwtQXFsORRK5ORIBi2IY8l8JzlZoxh0fQLe4BX4GpbibXsO2VcAPapoa+yKSqOhuaEd7vxoYqcNxOmdx85dTqatuWr60B/ZRY9ZMSg+hUQ/FYf31PP1DVl0aDQyrc8q/IN1+HnVaLJFEESm3JXKgMxYvlwxgdk3b+K+eT1ZvzSX4RMT2bSzgMm3p/PdhqncMnUd/pdEDG6JVx89wNJtU37zfVd0zso7tx7i/s/6ktLzP9kzucZv5ppY/wEaTlfRXNNEWI9sHPU/MvK2pYTZpnBwSXemrOyE1v4tznPbMXfKg/9vqlUbkBsuIAZ1+Lv921s9qDV/zMYnCAJPfDWWpjcdFBxr4OSOCh7ptZ1htycxd1Hvv9s+cEDH3zSOu9EOAgjGTihtp/HJl/GF2RFyd+ErOAqttZQUh1OycCnaEBOEbtf7AAAgAElEQVT6pCQCBziJmzkZc1owrpYVSIFHcFfV4Ch9EXfeBRo+X4y7ronYMQaIHQuaEALjAujUYqPb3NHEd1TB6tVo7tyO3FhN0ycLEK+sQ7Z/xbCIGjo/5kDJawYpBPlcDKYYPebbJ2FoH/tT2jQA0bCC2lOfE5iSR3yPZoo3RcGhfEyaIF4eGYQxZBh+4wcRrrlC8d5Ykh+bguC2Ids3I1cfR3StB1sdinM1ijcbQZsAMqDvhBg0lT63v4uAAVXIO0QGeGm1r8DVqrDxxTMktSroW+7Hd6YUBAlfex+i4kDSjObLeTUkJMUw/cuZEF9HyY+HEQOGYTAWItku4NlfhGwtJS7USfZDtQR0jqR/opkA/0KGvdoJz/u5zL4+jvA0MzPT12DSavi+cgZvP32YV+cf4Ol3B/Hqi5ncPX0zM+Z05Lk3h7D8q3Pcev16lq6cgGiFAmszcQkWfC6F4vxGElL+/o+8tcbB05m7mPxwOoOn/8/LqP6vyjWx/p2cWfADzlobQo2e0Fu/wnZiBjWVs5GUMELiY8l/IR+zsQ1zUhMcDcEnbUWVNhb820HJbvgNYn35gpXQyD/nhJclVE/PcdH0HBfNjc9kcHfKht8k1n8LWZaxHiujevtxvK0nsGSepdd3dmwqG65yP7TR0xETdUg1GtRRNyLE9CRSmULSC28BIdirXyQnu4J1LxVQnnuSzukjGGS6H1Q6VP5a1CkNBAzthl/XZLSxzyH8m295cMtSejflkf9ZHKfymxlzPThfnwIqDfWN/pw4HsmNL/VC3bsHLFiI6sYvUBQFbeJz6M0Khg5/7cI4aEYlOqUMlW4cpqie7N1bQ7/nrkNRFNq+eQOhrAW3rwS5ogx1WxGedbMQNEZkwYhQWYiYMhRMcQjlnyAmrbp6fcoOgbMFWnYhNFzBccmOu+BW8Hm57w4za3+YSK9u4cTc2kD69d1Q+W1FURTEqq5oDc+juDQEGZaiD8/G1VaBKqiQoF5uPDWrENRJ7BMtjI4YiLbbFFTGBpKirCTP6YuiKJR8k43QWI+/t5UTm69wfloVkTodxWFOystaeOb9QSx8MotHp22namczTz7en093nGHogRJuvr0TGo3I4NSlRAaZ2Vl+G1lbytixsoBvFp3h+Q/+Ogrjv8ft9PJIn610HRbBTQu6/O776xp/zTWx/h24Guy0FFpJuy2Rim/z0VgsBA7fzt5+y9EENWMIvURwh8s48yJQ+3uQYmVoP/JqY58DBNVvGufYjxWMmvTHXaf+Iw0VDnSGf/yrbzxdQemak9hz8ghLP0VQQgMx8UZ04U2QHIoYOQvB15P6Fe8QkvkBXuEy3rhpCKp6yF+IqFXRuPReFKsOQS9SUhiEzqRm7LxUukd+QUC32QgR4/HaL+Ktux1d3F+7eWkzUqlfdw6VTkXHWe0R7X7op/0FVXQnziwpJGdbDjd1uJpRRxOr4CmYiiC5UXf1gC4EuPev+vSLisZ1woWlcwoG6SQZvcvw5n2JoNgpDW7PkTVW7p4XS8wNXVHyjqOecjX+i7z+SWSnH4pLh1xRj9JsRckbDt4GFKMHMe81MCYgmFNQ+l/AMvY9RP8g9O7n+IsqCpXYmerqAjye5ci536M0XcEpBOFe+xSiKYIJ1zch+BUgaW5H1M9FF3wPhC1DENVIodsorPannbsMVV0RlbvslOyqwuf0cs6uxbDqHO1CtHy++AIar4HF5dMovtzEvbdu5eNl4xg5LonHxuwkuqOZG57qxLC72nHj9Wt56pkBfLLwJGqjhC8QfLLCqJvbsXvVZU5tKOfHMUUMGfXrPvuyrPDE0J1YgvU89t01F70/m2ti/TvQWHR47W7qdp7Gv/vPYjp8ySj0oUbqSh1U5hagb9uJetyzCAExCKKI3FwMTYUwZNHfHaOt1cWVgkYm3532p8/fZnUh/QbzivVMBZVrs3Hk5qPzK0MlgOQOJKxPEnE98xGHHEKQ9Minn0S2l6E4ryB7tlGvkTA+ORMBBUN7C5rkw+DXHqGwC6bUWLRjn0GWvVy/vT/7NQ+Stb+U5mp/gjbs5+RaJ4rPx5wj8GsRKoTQrnSZOo984Qku/VBDwaV0xiffj1Jop3+8jGlSd+CqWLfVJaAu6kXgyBGIzrO4q+fiKTqH70oOcut5dEGnENxNBEV6sUdGozgkBHUSoe4oXKa5GKNCuRJ2gsO1OTyXmYC3vBBR5aH27RehtR7F1ohf0il8VT+AOZzs9RPo+2ZXBMtAlPxT+EyNqHtMA1lBcY7CVVSK78RR3JKViQv202Y/RXiEkQfvExgQp0NMGo1WOoPYMR6t6Wl0tipqFs6HEVoUJRtPsxZl6wKEthauC9WS890lYsfEYEqKoLqqlql7xiPp1XzRfxWWoHCid12mt1nkaG8t7y3M5tGn+7HomzHcO3EzlCs8vLg/hVWNPHzHDt5eMpJVq6dyd8ZadGECuy/dye4dRcyYvJZla6bgH6+l4qCNh+/fxXufjWZQ5l9nc1l420GaKhx8kjfpv+y4+v9lron170BQiZjiLHj9j+AdeI6KS5FEpfYkIPVqfI+YQB0xXXoBvX7RTsl+BeJHI2r+vlfGWw9nkZYWgiXkzw8Knz4wlJYGF0679xcr7MbzlZSty8F6ogxnTSuJN5xA2xiMuXdXgiYkYdN+xuUTX5B1sIb0wyn09YxB8LhQFB++dAe4QVSns+iwmbkvj6LfuBR853ohxzyGXGnD17YeVe0xXF/fCM4W7DotT725ibDIEJImx5AxPJe+b72KzqLBWfkWzqbL1GWL1B6rJDFuJ3pvITha2LNvAD9mHyU0yUyMOZGGPBuh9/wFlcZC9M7b8HptiPZj6KIbcB/cQNPZ9chtzahjTbib3kMMCEOMyEUOi0EVtwpBMFH91CKSRzyE7LXiH7eGpn1fYEjLYWaHcnKNg2l8ez6CVo/LE47DFUTYDROQQgKQs5eiHrcAgLb1P9JcGkqA8yxC22mspys5/ZIKxacQPymDiMiTqEPSMIUNZ823F/CLvurjbretB81AfA1NyMXR+PyzUPJeQWmqQbFJeE89hJTYm9ZTBvTdMzCMnoLGXE5JdiV+4wcgO13ANhp+PIe7soHZsbWseMlGcLKK6aenc4tZw0Nzd/DKcweYOCiZmFIdznCFxIwARs1M5tO3T3Df9K34nVDonxGNQSVy5vtyRt7YDp1W4qa+y7A2yqw9OZ377tvO/fds4/1Foxh63c/26O9eOcvp7ZV8lDMBrf6arPxXcO2q/g5cjQ5ai5uo3NeB/Yf60bGPlztf/A0NW0sQ+jz7d6tVlLSwfXUha47f8Mcn+yvYKhwk+avJemoPIYECNcfL8NXZUOk1FLsVht/fhfBEG77GA+ze1Z7WvTo8Hzqx9+zGhXOniEg2M3y4B5K7Q/zLCHIzUu4ohMj3USqOExN0gctLVhG3vx59bDBi4wsIpmBUQUaEjtVIMR8iRHXF7/JYjhxKwOYZQcGeCNpasnhn3D5qi20EB97C8Nhl2FvaYYqR8KUcRT3oZYTITgx0PsiIlyIgqjNlyw/QesZLyPH5KG3lqEO1eE8MRm0xEzJAj+u4Ec2gJ5ASO6Jc7oeQsgJRHYK75FXslccp/+4wtsI6DOpKfDkZIEgkDzGj1IdCwGB8IRlkXbmI+MBTBIYYqHxqHTa3hB8xtBxpwFxShaVwHrjK6ZgZgHwmDKV3AkJoBwK7HGH4zIWotCq81nxEfRoI3fBWXUJVv5z6QxtwV1QjxRvxND6Dyj8FISAEKagezcCZCJYIlEcfwxf8JNrYjkgRb2LPK8PmOU/o+QqE42VcfuQIglZDuSmI4otW2vWMwru0lFvHqMlcecvVA07A+5+OZu6EDby7sIrZS3sT1yuQZ2/Yy6OLB3DHfV344c08Ivz0PLJnKG67jy8nHUL2yGgvlnGzSkNuVDAGlZq1G2/gphvW8fA9O1j81Tj6Dojh4Jpi1r1xgdd/HElgxD/mHnqN3841sf4byF4vLWtX4Dftll8ETgKoP16B2l+HOUnFS19NQvyHHDZ+vbK7qgZfUxP6tPY8PHUHYycnE5Py67FAfi+e0nwa1ixjzXsJ9OqfgFRTzpajdjY11HNo8XlEdzU5RRLmy4fw1gUjZBhoP/McQSkvENo1GPlyF8SkZygt8XLxxzTCTEfRFc0GezW+ViOcvgXBEMTzD9mRvQJkvIGk+RxBsaOKW4TcVIW3ejueC4eQf1yGp03Nay/W4bBvxT9cy90v++gyIpIOQ8JI5gNUkgpVv5tpKrWhrnuNEx/bac7bRojej+YdW6kqu4guWE3mpEIIHAkpd+M8vhuhviu6PuMQbBWIOXdQeVakadkeEgb749l+H55KE6LWR5vJiKfVSUhmCkHh5xDiNyCakhDqC5Cb1qJEzUZTU4WkXKTg+yV0S6gk2NRI3sFkWlpM+LULoGBXPwbf0h/JEo+5NQdXWTVih1H4Wtvw5C9BPrYfT001njIrKsNSZPs+pLBI9B1b0Kcl4z98EKg0iGoLKtMUZF8T7tJltJU7cR49Rqs7DO13b6LpC84mMzk70ulwt5eY4R04u87KYwvvRRAEgt88TXOUif337Uftp2HoqpsR/91pwZwdVaj2ekgbEkpxVgN9bozjlbXD+cvUPegqPPTpHs3gUUFsnb6PUd8MYfbmgXzdZy3+3hZuyLqZ6isOPphykHu/688rc/vz3k0/cM/srSxfOoUPZh3hoSX9SOoW9DfvvWv8ca6J9d/AtfI+Krf54TfRC7pfHgl31rbRVtpC/LR0TH7/QOB0yQgtxeD38/Fd57njtFbs5fB6B/37xXMwR0V1SSvfHvrtPq2/hizLeItzcZ34EU/xReTWJgStHn2oRPt0Dc0XPVi1Eu0DjDwtNiImjofQ3qR1nIdoGYXgdyvW3GzCxWfRlyzBfqqMrNL2zFv8GSqNjgF9dQx6rhHBMBPCeuFZ/izaKS8ghqfgPLsdddlbyJdW42m4Al4r2MaBpEYICEbR1iOlDUKji+Cl7dtRd10DgCfrefpQi3V7GRetGmRDKeuGf49KI3L7WxH47HVEDU8iKrIcPXlop1x9nXF9ugw5qj9Cyyn8M87grT+Msu8VBMVDU0Mk5dnnMSUF4dQm43ejAX3M+8iyl8CiLqjbLaOhwcHF/cfpVfYtiqRHsBVQsi0U/zML+X/svWecFWW6r33Vyrlzzhm6iU1ochAkJwkCAooBEUyjYs6DOaMYEFREUAQEJAs0QUKTYzc00DnnXjmvqvdDz9btzD5nj3PmzO/Mu72+9W9V1ar1VNW/n7qf+77/iqhYPh7bQpwyHsWghzBkCAT2baD/ezd1ZIuUNWC7WklI4il06svYq9yULrmE3KAlspcBFPVou+ZiGJyC4N2OPKHjzcpfdQi5XkOgqQZftQvJeQ5aziK5nWCIw+I8gzY5ibjR6SjUCShG3Ya21EzrFz8SNakPtko74YKMhh/2ITW1YDjbwuEVoXRCRnTvWOTyXxexL2yrYcXM49y7fgA9JsWx6YmLfLPwNLM/zOXmBCPh0aX0fKYnYQMy0EVp2TX7AKFJSoIEN/EpNso+2EXOK9NZuKY/n0/bQ6AMZrzZi7MfHuGp0T8x58nuDJye/H90v/7Bf88fYv1XWK7U03TgGt62ibg9F/hp0mqSexfR+bVlv2zjMbtwNztJmfX35SD/gtoI9tpf/gzYLNj3bkWltzA4oxndyNtZ2usQT789GJXmH7s0oihifvcRRHMLgkaPMjED3dg5qHL6IlMo8Js/p/+w/Rg6bfjL9n7yB79L4Y40zEXXcNcOxdZgwWNfjUKnICqrO31uU6HsPYGbeq3n6p0uZOmP4ffacJ3bSntFOK7tB/CWh2He9w1iQIFMIyd7vhOZXIE8ZwqY30c1cj8A/oPTEcIiQHAjNlViszSydPhm/F6R/jeNpXPMMQjtRcigfsTG76bHuys7vA7Pf0ncGJFrJbHs351Opu8i1cvX4W5xoQkdzPAei2k/H44uohPl+4z0XLUAQRtDRHIfou8fgKDKwFLTQIDNeM9sQ2ytZt/FTry+cSWhYXoyYoPoqq1DlzcGEu+iuW4HqW/OR5AJhNWuxVFlQWypRmOpJDSqlp/nbsLv9BGVUYXBXwvCYOTJtxAx+lWUXd4HQCpbDoYoJIWJQHMTnhtl+H7+jEBTPYLcCNpVKKO6IQ9PQhlWgGLMWwgaHe4v7iBmRAyytDwclwvxndyMddd2/HW1SH4lW0btxJhgYEhwKA6Llujh/bF8+DOxgsSMM7PZOmwbP83Zx+h1N3P2h2pWzS3gvo0D6T4hDoDpb3Vn8zOXWD5oBzctyCJ79kCuPLUGy5ETZD05D9eRfPZtUDJ37yQiUvWcuu0zCp/cQMYdqcwZvofXSkeiDdegrZahTlIw69lu//XN+Af/VP5Hi3XdZxtwXC0jYLXjdoKjVYdK50IWFIkiJh51t+4EVTei9P42L8Hou0r6sACa0N+5+KeLQmq5DHSY58p0ejwWL6I6CB01vPNaFbERBsbNz/zfH+d/gdhWi+fAF+gn3IEyo9tvCj/+g7Y2I0HldQSuTwGPGSSR2IweNBwoJqh7MhHJWQj1RXRa/hAAT5o2ETW9J/a97bhudMdZIeJq/xxEkZCoCST2uow2JQ7TCB1xYWbUwz4GIFCwBaIHItaVIIgBLO8tRHLYUBhtqCO2IgRlgikF5yEvz18aTWiiHtfWEgS5HIaP5mp+I62Hk7jw6iHaSx04mudQpbIj0x0jIklHRGQQOQ/3IXpwAqumn8C/aTz6E4fJ+3ImnlUraTjlwVZyHrWmM9euf8XpbcMIjotm4mgjMUPUKHOGM6LqJGPXpKLoPAKxvQb/8QokIR6p5gbhqY20fvU+Sm8zOpeN9lYdYo0GITQBg95L5nP90afGIdWfRGo4CdFTwFqD1C5h272BQFMjkv0ymqAToM9GFpaARm1HNXQMishYaN4Kkh8hfjai14NY+AnV+2qxlrbjvZACu7dCRCWqEB0mMUB4n2i0PXIRlu1n5GeDCMoI4fzHV7G7vJxZsJ74cC2h4/pxfukpph25hc3DtvJl/62cvuDl/q2D6DL6V2s5n0ek8rKZzDyBaP8x3M0RmBu02KvqMV96B6XgJHPeOD4YeIgl50bRd8Niri1+lvYvt5Gw6BEeGh/NO+MPE2XQUaVz/EP36h/8fv7HirWz2U5b/mliF05FkxiDcHAhqoH3ETDk0LbidS797EHyy+g96hym+35dPbQdzIfSAjq9sPR3f6fQawnSjhn4zm8DlRFlznDErN74anchqbXs+PYG3x2b8Xcfz3NsC4IhBEGyIZYcQznyYQI1RWinv/C/3Of8gWAyK5JIWrgAonojUxmQjqwgfVAsYlwytfsrKDjh55aMj2lrc3FPtMTFpTaMaZEEJ3TGqL7A8MO3ozJpODTuMxRDh9PiNVB3FNK1uxA2d/TmMCRnYAx7D3lYEoIlEnXfoah6ToCGfUg3NiAfswp/ayOyzc9w5a2fabvhxVUbRpXDR3nzVgzhahbcoiWlR4ABD+cSrz+JUHoSw4KON5ymp9cT3B2k2sskxjRivXyVnlOK0VTdT5d726g4M5yg9Ai0wYkMHdzKqJc78tx9Xy1DkTMcyVwLGgMfvF5Ijd9LdXk7Y3M83M6XCKFJXGvtQnxaLN3u6YKjvIWrizeQOegu8LtRhB6h6KuzNIutmEtaGTqwiOiq+8EUj0xjRBWlQJ47DZluNNSuRNbpGQDEUycQvHX4isoJ1FQh+Avx7TiNIFdgt2Vhk7cRnB2JUh+JoqmG0KfnARKldx9BmdoZZ60ZlVHBwSUn8Ulq2kosCG3NZPUNY8QPdyFXKrj4/llOP3+MtIf6sP7ek4Rmmsi+OfqX6+91B/ho2hFyJ8cz/N6h1K3ewck719Hn01tp3rSHYNkOggbn0XVYbzRBWt7u+ROPbNST2vMKVZe7Y19TwK6yHBQRSpK6GblaYUGSpH+5M/r/RP5HirUoihyavIaYDAUtLWFoAhA78S0COx5DcdcuwnL9DJ+Vgav0MspABJ7KOuzHT+E6fxbR5SJyyVMoI3+/sahMH00gdSJC8Rt46oPxnd5EzPgncH2xhrK2NLJzIkjJ+ft6dgD4a0sQFCpUWZ2R7C1gigC/73+7z4gpvbB8tgap8Rhc+5qAs4G4DNj/wVi8aitBKUb69Sml++TZDBmWgvv7jxCUTvQThmM+c50br57g4qObcNVZ8LQ6+HL2SQgKITItjJ55AXTzZ6LNzsL5/RsIYTGoxt2N74e7oPkS3vxKAo0l+JtdeA7OQ1AoMbeE4HW3knJLdyKz0hD3fETMmysAsK86QHyWFWuwnqqziQRVWPhp9jHM5Xbi9d3IUG0hckAqQ6YraN9fScIjyxBkKmSXB5EzUoFXlkp7STpi23Fsl77H31CLpySBoLUPIY9JZlNxJhsvaPluYz8SUk2MG+5n3sjbUKkVxJZdp6moFvHGflQt5cRmleHbOB+ZRkdwvIyma+UkT+hN5F0pyDb/jGLyGwBI1auQAX6HDU9JFbL2CrxHX0W0m1EEeZHpdyKPy0OR3h9ZdRHqe99FkMlwfrWelP5hKMLDsEud8Fee4vSLx7GUmFFZU7A+9h2GznGkj9DgVWhJnZ/LY7lbmZJtZ+i2R365vt0f6cW6OQc4dv8pFm8ZxNolF3k5bx8vnrwZn1vko+lH6T01gWH3pGG93sKN7WayF2RS/e5KJB8kfbAcdt6D/4jA6Ocex+i7wjf3ljHr82fIWJTHT5PepvxEKe8WzWbPjyVsf78cUZSQy/8Q6//b/I8Ta1EUKVi0C5ng5dqpRJRllxg4egPnPuiEIbwz8iOPIwnB1NUUEgio6Ta4CbFwF/KgIExjxqEbNPRvskN+D/I+TxBIG4S6eTuB6iTK33iL65VTWHXRy5J3f5+DhqA3IZmbQR8GXhcymQL4rxtFiX4neC1gCsNlVxPsbkOIGQARvTBmtjPR9DWa+Q9hrXYQ2LiCi7uKWL+0DJ1HRqeUcnzfv40y2EB4UjNC94GkLRyMou4IfWpKCb3/dkRRxPLyVzjK6mnZfx53pZ3w+N2orGvxm3W4mwPoe4Wi6jUFKf8Lwl//GplMRvvL35KkVZF8RybOskYqa9WUPn8Wc6mN5vN9UBha0GUXE9HZxJfvjOOZy10JSTWw53YllRYtqaP74zXbaNpyBPuRk3jrGpBLUbSf+oBPv5pPRpcoZmbrUY/MQtv/JmzvfoondjDBo4aTE1pH0+r1HNpfwbmTdWjdrfh33Y9c5iZVMGLSh4G/O4qUfqiEEnyZj6Hv0Q3lz/kkW/PR9QyhpdiCuSwU1/L1eOrbkInVBCdcQB5pRR4ViyrYjXrwQgRTGLTtAG8DRE3A12ImcM1G7XencFS0Yi9qQpm/BU1iFJq4UJRWgeS5aZjSgzHnG1CFBxE6vAeWwmrKvj/Lou47UWvVZA6LoGHrCaKn9APg4KoS9m9tpt9tSRz8rpKlF0bzct4+nu22m6BoNQPmpDLkzo4KxIsv7KPXu+MpficfR52RvIdLkeuVcOs6Ahvn4mkuJzeyCvmjj/DRtHr6PFbIpqNJ3DGqnlW9N1HSLkNpFP7oUf0v4n+cWO8auBp1mJb+iwMoNY3opi3C/80nRD/3Z2zL7kA7eQlS0VrSggxIqnj8V6vR3fEax779Cbk9/ZcyF1EU/2HRFvTZiMXfoR55H/H1d6K8fTitIw6TN/a/bvLe2uoiLOzX+LjobgNkyPTB+BvKkZkikfxu3I1m2hsMNPxYibvNia/FjrPVzY4yN12ijjGxTwFqWRQBtwYh6wECVecRT+9BbC7D3mhhRfh65Co5Q2ZHEBJyDtWkmaTkxRBS/CKa+7YAYPngfqRUF5biGswn3ZQcN1Hx0kZEr0in3gPJsl1GEx+NXd2DyoPpjNp7L94zJ/Bt+wHNhCeQ3FY8R76mYf0enC1KWq9aaKsO4Kz6Bm1SBGXFnUgdpqHbPVncyE/g+LvXmPd1PyRJYtebVyk+2ox3fyMlNV5iSsoofvAEcr2W2LxSAm4Hum45yBTj0Let5a2jYwDwfPoB8hAVlO9FZ6hHvPopkuIZeoo+7hk9kPWrC8nsHMrCGUrUmeNR5EzC6A9Qcf8qZF2ngL0BmVGL9ecdaJzbkTWWc/lwBs2nTxGRbSJCE4EmLYno+ZOQizZ8hz9BNXE+ol9EPL8DqeYwosVPoL4Qyw0Hjpb3UIaHIDizUXSTiJuWizAuDfvZImLumQZA/ZIfcYleyvY30nrcRaT9OldWFuL3iPx4SE5wtI6PCycjiCIlr21A9Pi43BTJ909d4NkDI0jPC2fL64Usn1fA4/uG8cnItcwdcJHYee//ch8FPD6uvP4Tzmoz2c9P4fqGNXRRT4C+30HOHAIFa2gJfZS82SNodFzmmxcvMu5PWTz1dTvz7kqii0bD5R8u/0PPwB/8fv5/K9b1l9q58HUhNw14C0VUF4QBS5HJFIzcORulYMOx4lFUE+f9dielFtHWgqAxgduCENoNvB1OKZ3M77Ho6TuxtXsAiAu38fEPmVgKLQRazXDTdHY8eoEF+4dz8J69DF81ioN/KqDPk93Z+XwhiXlhhOr8NJ9rZsCb/XDsbyZ4AMglK4U/XyUyVIW13Ma+H0soOFTK3aPTaN55itQx4cx58xofTI1GbL/G/vNdqW6AxGAHUQENpohwUretQK5JwrP7U9z2DKoPnCUx/Do+bTQeawCT349P34uza4MZsrwLikvr8GxcgmCMQAhNQtFtPKGul3jw8enIZArEC0WIrnZcegXOwgqqLoageuwl/GYrCrlI06GLyMPi0CZHUFupY8Gl8ZjiflsMoS41c2ziem5uXIsmuJgaYxlhm+9CUBu5WJFG82WRoYvSMeTlcOnWo4w/1lEAVHPiG/wWK1XFNuqrnVjrHHw6OB+PzQdKGce/qdbu4j8AACAASURBVKDv7CQG3Z1K+bIGOn3UEQLwb9yLlK6jpiKUivxUUjMNKHc8gWizojRGE7zrWQRjNOpYHdYSOSH93kemi+PZkfAsIHq9uI5uxXftPO46iZZDxcg8Hvzb70RmikYRKcdWJhA9ZyraPknUPbGBuaWDkclkNG5xYKlzUbuzhaarFjSlJjSbvgIBghLiSexzBXnGMFTJuWhqVxH9zhIA7NvXIiRosbvVtF4WkV8qQXz9PSRLM06njlPvHcHYoweR3RMwlVWinDuGJeP2cPPwJBZt+o/2tDIynp/Jzpnfc+jnMp4/OpGUv/RLv+XpLmxeepnXRx5g8lMjMVqrsb7/MKaHP0CSK4i+6zLv/DmKV76ax/WlP5E0eyrX97aT6piBVB+OfOL7XFx4A6l7G+veLeSmiRp0J7YzfEw/nnhrGK/+6fA/bI7xB7+ffxux3nz3SS5vrEYSQZBBbI8Qbnq5C2nD/zZ2fOSdYvJfKsQSJnK65SbuG3INqeAOQnN7I7RW8+M6I3lDLWxbWE1N2Y9kdx3CqJsaEdRaJHs7Mm0wUlsFgiEcyecGIMjoY0PlrF++w7nuSbAakWlCcVtseBw+qs60cWx7Jad21uD6cxEn11aw9WoT1ksOUnbWoZBJuJxujq1rJiKxG+ff2ES4fgKZiUV0Vks83G8TXXVGjAEHlWI5n58ReX+Yl3aXDlO3JB5738fgkcloG+xUuE1MWtSbHx44z4xzE9nW81MmnV9E8R1P0f+d4VS+VU1QvwT8FgedKusJmd6L849WI88ciTHsM9T3fodMocLvdOO4fB2xJIbLX6zGUysRH27jQquBrhHfoksM44Uf+vLysk6kjOyCq6oV+cUKfFWltFdeRNtVQnviLsRbvv3Nm4b9zAHkWjs+bxDKqFuY+qGOc6VPoFQpuLLlBPYWN+PjdKjq6hH8bmo+Woe3thmd4OX4ai2R47TEdDaRGGpl2vZJ6ILVrJxTgBgQ6XVbIgfzyznT4KDqpoM0ldgQ7ZPJCr+IzdtOUJIOx97hDHqtJ8YBfZAbfu1cKNVU4Tn6Nk0bjuGprMPX2ELA3pHRIGg1FNWnMmCuQFuhDWNuOv4e96FNjETlP4P/0k4kL4jXjxAU6eTEPRsRHR4CvgANtmAib7IT2yMEneQg8YlFyPU6AqXHEZuuI0/sib+xloDDSf2XW/DWNRFoqqG0yoEY4yY0y0R8SCPa5CwkixWtLIZxGheht+dw7Uoz+d9bef+ddfQcEPOfhLqDw5+Wkb9bRcKIOE6uryS5RwiCIOC0+jCfrWPGwgR6zUoB/oz1y6W0vPEwq9eMYfLn6QxMC2fJlJ3cnQPVmy/Tdf4QTizTkz53KLGJnVHr9lL44kkm3NKdAbI9FPu6snd7Kft3lGKzeJEp/hDrfxX/FmK9etxhmoosPHp9PMZoLY4WNwdeLmL9zONIokTqsEhCkvU427zUnGrDWutk0amb2ba/hB/WeRnbZyyVew8wKasetKEM6FlK5EMbET79htu2DOLaG24urigmxqTHV1CLza0m2diAt/o4vkqJa4vXEZeupWr2ckoaZDTfCCUiJIZiq53rTXLU8lCq399FT6+Sjx85SXy7nqI9deRLduJcckxhakS5iriBofy0o4L3dw1nSV833zin80nfvZT5orjhtaIdpGHskn68Pvdnlu6eztKgz0l7eg7yDz9BNiwX5fetKKMVJIWHcPpILSGJerzOwG/GSqZS4mtpQ67T4DfbUYQYCRS5kKkViG47lcu34C6ORvWnpxEdbtwOLYogPXg7o8/siuPyMbJ+fJ3zI/bin5KOMUfOY1dXUvhVHd4tO6mviyIqRUQmcxGTYWZEXiqCzw6NFyCmI+burzxFgqIAn3UwN053JXuUB2Rajnz2BUMyG7gppZXzpYm0bSpGFRvD5HkH0A96BF12Z/wbSwldfpXpb/bA3uLm3MtK3r3vEJV1LiqvtFPvNfNi0gnCw7X0UDnIzdYyckkWwo0yrGerGLCmw/fypyGluBuakf+0lkB9FYH2ZiS3C2QyTpzuyqDkJjRZqYRNHoU2Ox3J68NT28jZO/fTsi2f1HsHE2iuxHFwFaq4JvStLbikaHyXdyEPS0ITrkGbmUiPJ/rhMXs4dN9Bhj3VGUejG0t5MFc+P0lDpQHz9RYGTShAfbYGRXQc8lAVhk6RaKbchGRvJrwgH9PMjjBP43thyMKTsJ44hcvjZ/Z2Ew0PvYdGIyfWbGBIUBD33frbdY38966x44XLPLB3KCn9w1nz4BnWPnKOqS914f0pRxg6Mx7fkVPYRkRjzIzEeOdzFC14DW+7jYTc+cz/VoVuwU5W7q9nySN+pFPf0uf157j8Yj6VK48QonbRpg+hv5DPF0dyae0Ux8ffduWR+XvI6xuHKVj9L9GAP/g3EGtRFCnd38ijN8ZhjO6I2+rDNUz8qBcTP+pFVUELp1aU0HDZgjpISe97UslbnI5CJae3LZY3XziGOlVHxYUIihzjyRyiR3XuEWQKDUqFQGJeGNtSQihZXoVRkYVRIcMQqqIxNJecyQFe/3A8j74Xy8inRrPz20EsX1LE+Ac7EVKVSF+rj5nTUvlpyUVWl0zg7eANvFNyK6+EbebeDQM5NquF4ZNSMTXKqLrQTu7cFLZvLyeqSzDIBPxeP5ogJdT70CgUWMxuwhP0eJz+34yBVq+krsaGKUhNa4uLzlnh2CxeQhL1+FyB34yVza+h+sci2orc2A9X4bErUQp+ygrWo1b48DabEQQVoZPG0lIiESiuI+vV6ZTc/zK9ns3j4N5j+L0iqiAVziYXVReL0PYYzFcftLP6/BRODNpB3kd9qHxvI8G9chCbqyEoCan2JMTkErCW4z/9GIr4JKZN2EDFnlNIOQHujeuC82ow8tvHEd/HRMPhT4l64D4A2soOUfVTESUfu2k414Kj0sWTuo3IFTLkCjXma230vSWdu/+UQ9vbuxlf0BH6OD9/OfTwUlrbTuMBB0ElFs7Gb8Ln9BMSpCKx4CS6vChUnXuhSMtBHpeGzGuh/us9BKKDkbkrsB84wHeL02m26DE71ESZJEZ1bUUrXaVaEY+tpZCQtGaUYY0EB5mg6x3Io0IIzd5F86k6yr45j720FaN4nTX9QRepISImiqAEC51ndiEsswvqytXIcjsyXDzHvsCLk/bCVmzXm3BfaOXCZ3vxuwJkdzWSpKvE7ogn4tbR7Hm+E3JUfJCxm5BUPYvPjGLjrOOIfom8+zPY++ZVdr9yhYfyh5GS12G5dcfy3qx64BRP9d/NvKW59J2eiHNCLJee2krnZ0Zj+fk8sd270t0TypfddnD3hfHcumo86rt+YM/HVfSLzUPa9RPhEQ24NHKKW3MYEFVAa8Rknjk9kj6Rn7Pix8mcqb2XOYM3YYr9Q6z/Vfw/L9YymYy+C9P4tO8+llRO/JvKvsT+4ST2/6+94XrmxdArL4YvNhUx++kcjjx1lgMOP3n9Yom77xF8ISFkBX9Igqjk0aUDCJT4MVc6GP1MKmee3E/8Y/MRn99I2qJhKP5cjDctAVV4JfaASFykFmuFg6AEHb6/EleFRo65ykFQsIbmRgfxkRE4LD6iE/V4XB3bKtVyWqpd6MLUyOudyP0CdquXiAQ9Pm+HAMsEAbfbj16vpKHWTmi4ltZmFxFDdbhaXRxbXYrD4eP5rJ3UVxr4QP8VohDBvZ2qkIkGaupUqDRKgjUQZJBRZpFT8pWSsOg4/N4oTOEOrA4vMr0WKSB2fKdKgafBgjZEjavZjVYhRx2sQ6m2YrX5EQMS+qwEAg43ith03CXnITEWGvYjHduFp9aNv0WFvHMYN2SDKKwIZnDWzSQPOIv5Wjk0HEXRWkRS3g2sb8+GgBe7Rc3mb31k5fnImZVC8cenuL9yOiqDmnMvHsJZbyNybDIX8huQOUXu6bqFtlonoXI5V3eco2+ygoykTvi8ArdsHELAL3Jo6UkKz3ShrlpBwN3O8AUvIfqciAiMmBlEhK4FdXQmUpiP7sNaSLjrDiJT9LSsXoem9+PY9m1A0SmDmvMldB8eA2HpOG0+2le9hjZERnqCDHdQO/6QR0i6tRvi4QL63zEQmcFEoOoc7munaTD7KHinmBBFHO5XPsTT5gUxQGz/JqR4LYbUMOTlDmZsH4bKoMJ1Qo3k9+IwazB0yaC5TeDOEZuYMC6JhzYOQxAEZm4cyKa5Jzi3o4YbR9t45PBwEnN/9fSsr7Gz7Vwpw3vHUrqznt63xKNLCKHbm1MoeWkFyvh0Or04jSRBYPfCAlZ13cEtz/mIbKjk5n334Dt3gIYth7lUkkLE8DyGWVZTWZlB9kM9+H5lIVq9Ar9f5I68LZSVtjImPvmf9aj/wX/D//NiDfwyg9731CXGf/D70ts6dw3nRnEb/R7Npt+j2UiiRPvLWzA8sJxjXfazdecwLv75MsZ28EdqqL/QjjbagN/9V7NbnYL6GjvGEDXtjS70ncPwWLwEJ+nx/9XsVm1QYK11ERyqobXZRUhPLS6rj7BYHX6viOgX0amgdF8NgsuFr9WDw+nBLXhZPvMYA6ObKX54GfOzbJyf9R5Lwlz4V5cyTVDw7Y1glm6rJ0ch48fXCokO8oAxhC6JXvqOS6F4rxUxNRgxCsr2t3DX07msfeQsb52ZyN0xW/nGMYsl/XYhFcsY1F2P3+n5TaxZrlXibrShCe8Qa0WyGp/ZhT5IRWWRucMTUqHoqL5r3QzOalxnypHHBig5OQNrTSgaRTkxaSOIGR9N0cWvCRQ9ydh5XmoPpSKVmyAolXPnc+jx4C0kju7KyRU3aDdeY9raftgKq6j/xsPaCfk01Ip4G+34ZD4qth8gMslA+sA+TMsNp+fIWL5bfgHD0dPMzrWzO7+aQ40iP4zcjAwBgyRnYKQHneRHE6JGyJqELCwFITiJOO8+HM12DLfdT6DqPF0b30STbgRAFR+L3+IgZMESFHu30zezEYK6I+jSiMo5hCqxG0Ez7kB0tqNdfQfSkDRK9zVAmZrKR77GXKXAZ3XRYtbT7jtNcKoBKbgb2XM7EzGmLzJ3A/6T36AaOwh7vZPqI8EUrblKW5VEe7GFxjovQV4dxstn2fG9mSlzM7j/64G/XB+FWo62exAH37jC4NtTSOj5a15+TaWVhTO2s/TD4eT2i2XfK0Wsm3uCWz/thnXbJmKHJ3NwlRrTsUbiBkUzdkV/fpqynpNfldDjkX64f/oOe2EJ+QVdGfNaP1SHPkTfvz9JI/I4cvf3fHJdxbdHZjK7xwYMJhVSkgJNyj/HyegP/nv+LcQaOgT7q1GHuOmlLmiD//7mSWEROs6cqMdZcAihfB0qdQUoQ1BFhKHSqXG1+9CEqHA0uQnPDcdt8aONNiB6OgRYEMDvF9EbVNTX2gkO09BW78SbHkpVg52du0soczr4eskZbng93DF+M/VtbQiPe4ly+BDxcnaXmRaXmylB60hTe/kmYx29NT7KPjyFUgGpoVYioj2IsgDKECWDepcTMmwGY6WN6EdNJVByHHVcHDZ/Ngvyi+j8xhy2D1/PjMsz2NlrOePP3MHxaZ+SPjmWnTVq5CYFpl7B2H9upcfcZL68/ywqkwZB6LBd0gepMDe4UI8MJ+Dy0nrDSsAPrrNHUchcmPcdwGD3Yq8SkBtaMETV0iczBunSz3QeZMS+/BYSBwUj8/jQJYns2rQQ6iqJ7ORDbjmDWdkH6bCZnn/uxqdT4xAydiH5w/ls4FbesE9H9DppMW+nfEsBEW1r6WZpxJMSwalJ55EbtKRk2rAZZfRcNIqE3iGsyt3Da7tvprrQTOmpVo5/VcHhl4swtTmxRTt4ZbdAk81GkmQir1MovW9NJinTwI3XdzOu4EGEv8oD1mRm4Nn/Ge6VP4PHjmD6tcJPFReL83IRpiEDCJ5xO96NJxDiFwJ+NAlF2K5eQn90JVJbFbu+68eVp7dhiNKgNWTTpbefri/3JKRnHDeWLKfTRx3x89Yf2vA136BxVTnu6lr8njr2zFuPXClDEZxMxFAXPaYmkX17Mu8vOsGjK/vwQZ+9RMXpfiPUAJtfusSe967x4qnR7Hu3mB+evsS017vR1uJi8awdvLL8Jnr27TD8vPm5HA68dYW9Mz+iy5BwUhbPYvxIF7vmHCDv2Z74rhWjd1TRNmAg2565ytRJZUT86U/0bf+a9u/Xk3LLcELnziMU8Cp1zL7nGE9P2E1YionPD04it8vK39fI7A/+j/i3EevE/uHkTItnWfZuHiocgy7074uVRcUasFu9yOMSEM9XwuwVVH+7EkNpMZ2SG7EePUeEooVj+aEIRTYixBKuP1FBjTXAZ1lbkUke7g3eiM4vUv3aPlLkMk6Uh7N1r5XLPjt73j5DZoSFyssWoqLs+CNMZPV00CfVhKQJw19dRdcXRtD9sfUM3f8IVYsWkfjpp5Q+8R6mAT0QlUbqvj2MLOBEr2snfVU/Gh5fQcTEAbQU7UAbqcBnCwGXA1WMEb/TiypUg+TvCFsICgGv2Y1Cp8LTbEMfocZa7yItXo/L4UOhkP1iqK7UyGmudBAdr+fHZVfYstLHtGglRwfvJzUygbAdmznRFEPQJQfpESqqWvV0TdVRdwEeeCURpzkF3eJMPLa5aNIzEX+8DVnuQsZktSO/8QMoVJRe6wK2cMzFTSgUMhCUmAs/IyjoKgOmxOFb/wEymZzJc00IbgOymJGE9Z3KkMCbGJ7chEwmY+MjB2i57mZUkIKdtx1BIfPx4th9CHIZwVFaUnqEkDwuFqNOya4X7ByovQuVScWKW46gD1Nz85PdkAIi116R2D9pLeG94uj55xG/3BP63tmob9QiH/UBQkznvxQTdSDTyvGVXcZz2kiguQbRLCLfPxtBG4RaF0yrx4IsoQey7pOpeeAY83cPIn5ABA2nGrix+jxSQxm1Hx7EWe/g4PD3kXwiglwgMtVGULckgofk8eVL2TxcMxaVRsnP68tpLLcTlmmk5aoVe5WFNUP3k9E7lPoKN+tuPcacDR2C/f1T5znwaQlLz48hKs3I7Sv78t2DZ1m18CQ7isp54pVBvwg1gBgQcdywUajsweHTAq+6/eiitIxfP4KiJ9/BXaOk16p5ZG5eg3lkA19v6MHMcRpuNOXR+65wwmb1+eVYKaOTGTJwI1v2G7j3wTwEQUAUOyYxf/Cv4d9GrAGmr+7H5rtP8k7ydsZ9kEvvu/5rL7j/oHX5G/S4UsmC8BAaXz+Jm3hC617gnDkB46r3GNkVGq6nUu5Rc86mZEBmCFU39IwakMrH35xm5/d9WXnXVt5dOYbvPinEm5GKMTYM46YqHt88lCdydrL90gz25C1jzE8jOD3zCsl3ZuC/1Iyg9SPFRVDzbSkhnSOQ/H8JqwgCot+P3KDFb7aiyYpF8vlBgP9QVUGhQLSZkWm0iBYzMoMJf20l6ggjouuvwhZqBc46CwqjBm+rA0NEGA1FFqIS//NCpYijwYlSKXBlYznKahvDRyTw4LbBbMn9ivkNU/khdzW62c/Rdu4c8ng9cbPSyd95nPgHxnJp0FfIu93JgR6fMPFMP1reepKIxQtQakKQHE3I/a0QmYuQO4yU3I8IszzFkQWlADz+wknUrfUIsQOZcO8PkPECsphRhFQeQjz9MfKBs8BShaCU4d36MjibyTXZ2F08kPxFNtLHxuBpsfHMsjwyJ/ytlZT42mEOPfkTmhYrsktuvPEdqZyCXEanvmW4jL2p2HnjN2KNyoQkSrivlODbt59AUw2ipR3J70NQqjD2aQaxH8pOfRFSvAjBcchiJqFoqSfo3FO47ME4T5wjLaWaHXPykQdERJ9Il55VWI+pUSdE067KIf2xbiRNSMNRb+fk00fJfuhm3PXt6MPOsefJS/jMPqoutlHhciOdMWOIVpPtDhA1LJIZW0fitvt4N2sXa6YeRYhXc+ybSl67PI6wRD0AMpnA+Gezef2mvcwarGHg8F+LqkS/yLZ7ThKSauCpz/uy7YtrPDl1L69vvBnFla/o0vsM8odmIx2cRe3JoXRZ9jQjupRR/eEK+i24hdQZ3X89ltfLtcVvEZYTzluLx7Fo6nZUGiUgEBmj/3se3T/4J/BvJdYAU7/II/uWBLYuPM3ux86TOCCcQY9mkTYi+m+21Y+ZQVtYHfkbaphzYDZjTV+z23oH36d9Q6enh3FuWTmhiXpUOWrkDcXcs64/j8c1EztrKG2LT5M8MhpFiJJWq5ugEA1tzS5CcrU4LT6CojUEvH+Z3coEfHY3cr0ab6sNhVFPoN2CJtxIwOlFplL8UgUuKBQEWluRG3QErA5UUUFIvgCS/NcycUGpItDWgqDVEbBZkQcZ8bTaCTS4cbT6Kfy8EJ9HYtM9pwi0CeQvOobc4SC25iiRSi/7rqSwNLeFLKOLH3t8SpdQJT8M3kyQW6Doq2KCVAJxCUbkKsUv/yAUWiWOOjtB4RoszW4S+4XhsvhQGVQggej1owrS0HKmDkVkBK7CIlRxmdByBSFzDNKlk6AbDE0vEtI1Ar/DC0BYUjTYIkFxMz77YVo3/4CP08T3PsHZ4yH0sM0CSYYqUocgcyKk9iSxWwyz5WsJefZbEERs47ZQ/HkhtVuvYS01ownTMnrTRABeHu1HY24mdkJ3ku8M4ujjJ38ZR1NaBCrJhuTz4bU5URl1tL66EMlpR64JRmo7iDy+E7pBY1BmdUMR1iH0llOL0HTpjft6E+7LHjTK7/FW/IRos+CR+Wj/5DMEUwJd+ltJz7OS8Phj6CK0tL37JCGPvkHAK1Jrv0jLyQoC9XU4ylvQWGooerAMdXQoQ3NdiOESkffkYUzSsXj0DnrMT2Hz3OMMXpLNwOc7XMFbKxw8dHE0r6Vso8Ej8n7VZIKjf61kNdc6WTH5KPesGIB0qZjCl/fQ5YXRiBJ8Nv0Q8WlGSkQvmRU2Jt/TCZVGzpMj1/D6nL2oBk6FCx9yNb8XMYvvRq4KkBu0Fsddo6ha8z3WTgZMXdPwO91cve919OnxpL6wgDRgbf40jGEqFHKB4JA/skH+VfzbiTVApwmxPFU7mcYrFo69W8z3txUgiTDmre70uvPX2balsA7HjsOkGv/SHvIv8WedXkljrR1DuBp7s4eM2FAcNi86kwox0CFeSqWcxkYHBqOKhjo7oRFayorbCY/X4Xb4fjO7lakVuOpsKAxqfG0O1CFGvDX1qCNNBNw+3FYvkiThKizE7YfVywpQV9gIsXsp3H2Jbi1KNHoJl1OPdfprlLYHk3D6WyTRj1bXAshpagzDu7sAa30w9s2lNJm1hLZ4sFiCSck2oRNFAloV/gGdcZyt4rOGaUwM/Ya3LyxgfMQ3fFkwhdIZx0idEk9atJLLK4t/M6YKvRJngwNThIamagcKhQy5XMDW5EYZpKbpdB36hCCaT1QTlZyIp7wSIbcnYs0JfPoeeOvtXHv2HP6q0cicLyEjlLWdv8DhNGGIayDsvc1IYm8EuUTiMBEhbiwVpzQU7IOkmWmMuzMKub8RwVyE1LoXi1VNfpcviMisJCbMxdmjvegxM56EUd05+cxRRL+ITCEjvXsYYkAk7Y5eHYYL9x/75Te1yHpRsu4aUX1CEZ0e2i6WYzfejMtsISLoZwyD+yLvMg3LuVJs353GWVqPu66d4G4OWr5+DqQIFBFGlOkC+vG3o8zoirT3VoTuNyNLGoPj9FFce9ZS8lMDLVetNBd0o/6z7egjtOhClMQEWUgc2YWoUdlUfrCJrFfnI9epsZ0txFFUglHVTsum04S2t7Jh+lH6PpD5i1AD7HntKlV7atGq5CTFaNk49wQL9g8HoLXSwcpbjjLjo1zSBkYgDYmgdGUBF57dSXFpKFZ/gLc+u4BRpeK7jy6z6sRkYgUlnYjg0P6RjNCtpOinPKLmLyIkQ0fZ28tIefhR/DUOmhtLEJ5fRdqzcyhf9iOuZoGQcdm/nFe3PtFcv9aKUiFH/Q/2Xf+D38+/9UhHZQcx9Ys8AK5ur2XTHSe5sqWGeduGdHw+ZTBRUwazWtfhRKJUyWmpdWAIUtHS4CIkQkN1dRsRcR3x3f+MVqugqtKCyaiitsxKuKTGVurg+pFmxFYvex48jREvFUs/we30sWvOXkSPA03BBQyKAMYQM86SVzl1oQtHk7cRniCR/vUart0IZ2+tlVghnLB2JXEzQqk6F43Vq6LNJ/HYgX4sW3yG0bdlEtfopbHExvDnU/C/+gO9N97JmtSvmbRnMm9GbWHMa904tsROVG44Rp2WtrN1ROWl43ZXdsSL/4JGp6Ch0o4uRIml0Y2upwnff/q9ol9EaVTiaXERGqXBbu6YFZtiNVzbU48hMYjmghpMWeG0nKwkYqyEr/4qjr3V1FbIafh8DdaWm3FYS5BUaWhCmhFlAnqjiti+UXS+NZ2IXnEIIXGIFSMg6FYwdWfatjpubC+ndP8F3BtK0Mc4IbwTBKdRVpjAwA9H8P6ksyzcNADfibP0eq4vLQUVqDQBNgzdjqPVj6fNT85QL2l0pHnKVDJs1TaMCUYMOZ1ptVuY/MUMbHVOzv75MNqkRByNAiU/55Jw6jxedxnKYD3quDCMXZOJm3cTuqQYZColcuMsJEnCd3IqfmUkzqOXsNXEUnfgFGVnAii1EvLWHGLneUgcFIG7LZ22mjrm7RoKosSu239G3jmBpmIrje3B8MZW3K0B/O0WQqOakTxeas1GBLeLGoWe6Hbvb+7B9BAPqhgv045MQ2VQ8F7Obj4dtJ9pq/vyxYwCZn3Wm5S8DistQRBImp/HszdtQ+OzosrT4jzsJzLFQHuri1l9vue+vlnctmEEX/fdTHvxVPo8M5KIHkFUv/MV+Vu6EX/pFF27V5IzMxJV12Gcee47YrJjSF86g8uLVxFwuEm6ewSHVpSw4e1L+Cw+NH+Y4/7L+KeOtCiKYGlCFvK3IYn/23SeGMeTdZNY1mkXux47z7h3e3ack9+LWunBuRyanwAAIABJREFUfL6SMKMLR8Fm4vXtRDZeIs0UoK0+ieqXa7lJa2NTn3UMT23h87h1jFN62XvLHnIFP47jAVxGGdFukdMbq+ik82OrcSJJAorYKPIb/fQbG095gx2nx8+8BdkcfvYSC3dN5mXDd3xrn06fyBWMe2gR16ed5MEJfjTllyiuS+f2ZX34fNN1kFRIMnArgjGG6mhvdpMRqaPxbCuqMBOi57ephEqdHGuNE02wGmezm/BcHX67h6hkPV73b1MJNXoFzTV2DCFqrM1uDLG/5obLVHKcjXZUJjXuFiehnYJxmN0UnWqiVR3gzLvnUfpc2I9eJeDQ06n7DVzn7LQ0GAkf1ZW33oxjWf6t5M/ey7CvbyZmYAIPhGziiRM3k5gV9Mt5SAEf4pXNcC0NOpcSkNkRJZH0m+VkDkiFyjJoB/nIzxC99ehT1lGzJp+hgxqIFz8jO24YB0dXoArToTFIiCFKBrzSh9A0LWfv/OrXcQnTcnLpGQS5gtbLrVjb3LxlWo9cLSc0SEmMvA15XCxR2U6SYq8Q/NC7HecnSTQ3OiksbuX6uiCyNKcp2nAQZ6uXjIzhdB9WgCYpnraaMbjqrMw+Mg5BEFidvIaJi9NwNPu4cbCRiO5hHHzmAq3XrPhtjbx91w/MyzlN2pBOhCbpUPeegcKoofXd56jKGcwTE3Zy24P9mPdwd57qvJPltx7lgQ2DOHDvARpPNHDr8WmogzpCDY9eHcfb2btYNWQPt227ieTev3oeej0BXpp9gLxZmdw43EzNFTuSJIEA774wmIvrK5jwaS++6LMHn11GuSoZx8elDD61m9TH5zJ92FUa952j4FQQY9dMZXHvvfTr3ZPg8gt465vp8eViLt7zKbu+bOHqFQV95yVSt81NSNDvNOD4g3+Yf6pYB26cwr3zI4yPrvunHdNp9mKpctBa48RS7yEzvZBQYyl4LOC1ILrtCKKFmiqBcKOFqXcGY0xuQjxkwX4xDqUgsWBeOFdfamZ+r1oiLc3c31+FRi+iiYmEPqWoht1K5OaNxD8/nab33yfzk7toeGs5xiFpmK/b8TaaCZ/Un+JXdzJw21xWp6xhxpah7A/fhHzIzRgTClDGm4iK0FB4vIGQFBP+vyqU0WgV1Fba0IYosbpUBOX1ouZj2y+fy+QCCoWM9moHplA15hY3upwwPFYv6igTou8/FijB7/WjMiix1bnQhKhxt7jRRIbhd/jQB6sI+CWsDS5UMoHKI1WYlCJ1BcVonB70zhbMOyoRfS4K7vwOQWXhhUE7sZolqjRlzAu7yNCsctYvqsZhi6DH3BNoQweS0utbSN6K9sxjKG/5nMOpX9N99RxaxO+5WgKGxDCajtUTMzABSZQwBKoIXG9Caqvg2s9uMpJPIMT3BpkMR2kJWs0JJK8MqTkIvO0IChFRqcVf3AVkSuL6dKJqcx8GPNwX9cDJhHy+mR4b70OuUXHq+SO0FbbguN5I1cZGCis1fBayHr9XJFXrJ7vFTdzQBLLmZlDyzBXuPjaCqK6hWM5d5OiXVrzBRpqcKlI8m3h80V5Kittw2H1EROnI6BRGWmo0pkov2q4mLFUO7KKa8LH9UCUm43AXUr7/GAffLqap2EqbqOCLAT8gj40jIdVD1/RrGKfOIizLhOXLZcy5fT5iYQAhIZvr209Rsr+YqnNW6q914sLbO7n7qV7Mf6JjYvHWjQk83Xknr2WuJ1UnMe349I41g79QV2KlSudjULjAuSU/k7h/CjKFDI/bzwu35tN/XCJ+awBRgDiFlqHDkrh1VCrXt9Yx/r3erO6/D7/bhTfGyOw1A/jkjgLMP3dh3kzP/8feecZZUWVr/191curTfU7nnJumG2hyzpJEQDCgIohxFHMGHAdxVAwo5uwYUMlZkuSMZGjophs60zmenKveD+2ozNx7533neu/7xefL+f1O7aq9q2rvp6rWetZaOLcexRhroqgmlp8KNtBjbDoPLR2K7WQ3yv66lNTHbkSTk03ksQ5erZrFlm8vIW2QSUg3/W5r/Q/81/hdyVqVMwDvto/xHf8BTd/r/sM2wdYmAie3ILlsqI2NCIE2qo4m0VZiwhPysX1XBmndLrP3chhZGQ2kyFqcznAyhxVxbPdYCt54GeSBoDKBMQGu7ENI6cvKo6nIksj1U3qzet4l5pRMpunrx8j88m1Mc+8hdelsGt/6gFDyGLSmDgJ1dRj6XUv42Y9ImN2TMxtXE903lnadklC7DVGvI2Szowo34S6rRxvbaX/+LTR6Ja3VbowRamyNXqy5BlwdAcJS/jkMXG9U0VjnQm/R0GET6D2+B97X9wCdDkoBUKkF2q+4MZrUNNU4cfskXK0+9uyoQROQWPHKOexBgcXT99LY5ODQwiN0uH20+r2YdhYxUFTwRsxSIkMCb+VtoWtIyYnHdjAwECL10iUs0X5afXrwqmiVA1h7RGIamo5eEYE5Wofx6Hsk9y1AayhHYXAi9LgJ+eLbCN3eQC56FUWSicAJCVkKoonQULf/CklxIkVrNzAovY4r2y2cPLiVPpk6FKfOI3fNRYjJJVR6AJ/RRkf1LozdBuHcVI5x6Aq8X9yD/rZ5SIcWICTXQIMFwj5CGd8LXV0xIWk35u5xBArPEde1mo43H0Ip2MlUSBxs6kXNlhDmbAtaycCCZYPoMj6Zoi+KKF1WyqiPh9Je7kLUXGLli6dpMQhUl9oI+EPEJLlIy41g9w8F3PZqV7K7RV8lQQv4Q9QsWIusFYhI0VFx3srRJ34kKFjQRmoxmdsxx2rIGZuNM+oUppwE4u8aiuTzUbfoGI4aJxdXVFC3LwHfhzsIuZTIlGKzxqPsKERt0VHaKnLj8wW/EDWAPkyNu6dIWXENt03VX0XUVUUdvDpzH89+N4LkXDNbJm9m7bA1jN8yiYUz9jJsaiqe5gAVhW0kRxlRxIm4rrSw+vXzPLJ8GN+M2kXI78UXbeTWrwfx2ZzjPLVxOL4WPz/c/yNDZ/Ug9q6h3FD8Nor8XPKeGwqAuXcOmQtn8/msFfSM0DN12wM4PCG+X3KOPqPiUal/Lcz7B/5n8bsbnLTXzsGz4Q1USSXIwXYIdeBvkGjfHoPs8yO11xPeNYhoiER2FSHmTiWmy/eYr/kExaVHKFgyC/2FVdyVeQOCvxH89cipA6BqBePffRfHD4uoFecRnWemfe95fIXVJOaloIvNpvhkM2Ep0QTcxVeNSVCpkdpaOgnYbkcRZsJ32YPSYkEOXG0nFDVqgi0diAY9IZsDVUI8IbcPTYwZ6ecwcIFOO6/WqKTtihujRYO92UfmyEhcDj9eScITCFFyugW/GOLHb8qQvCEurD5LjtOPzebGvfII+GJZ1m8NLSEJj9uN0Suz7NnTSJKMS/Tz3vF2nKoWljzYyDUmGXl1BV20ASSHB2u0hD5CR3JSFC1FzQx5rh/lzxzlzj0TOTF5NTeemcFXvTfTY8EQWnZdRKHNJpSfSslbxQxfOJErb6wm+7Ex+J1+8n8mBbc/DtlTiTKzB3L1j4iaJEKyn6BTQAhAcNcHhFq8tC94lIzkMKpev8T0eJGMnu2UBxLY1RpPrxFdGFu2lZCmAGWvqQAYEs/jlIfzxqcZ3PJST9Ksn+AtPAcKJZIuCQJuJI0JSS8TqnueoMqDIbudjLx8vBuPIppjEPV6POos4ufciTekZefijbzrvBEpEKClcBWnVlRy7lgHV040orzo4rNBOwlPNaCNUOFsCnD7e31JzjZf5RA7N2snyqpGTlUEuFJs40qxjaZKJ6JCYHTXKJQJQdIHxRBzjYDV5SbippuRZZmLdxwlZYiK1jaJsmoLzj0NON77AWe9h+ZAAimxp7FkhuFKtBIcrOFPrw5G+XO/l9aWs/7hA/Sfksrdz/S5au7dO3kDpUWtbD41h/rn3qTi+XdIWfgw1UU2XrtjP/O+HU5ybjgA126cyMZpW3iiyyomLuyDvdZLfZmDOKMOtU6BMV6L4icZa1Y4T43eTq5KQBVtYPqXg/j8weM8vnIIcVlhAEz823i2/OkwnmNLsA7JI+Wxm68a1+MvXeBsawR5ejeXVp1j0fs1iKLAQ68N+O9QxR/4f8TvTtaqrH68vLsXwwxlDL8WUISDfif6frNRhvdC7d6HQmpG6HYr8pEFKHr/CUPH5xiHdUFy+8FsR1YbwdsKmghwVYI6HiQPAJ4WM5sfO0yMtZKUdAlLmgoh1ExkbE+cNj9hSQaC3qsz0aHWELK1oTAYkBwO1PHxSB4PojkcftY/C6JAwOVBUmpwVLbgcBnRdDSj0jvwNru4tLQIKShx8eVNKJRB3h28nWCdh+VPnCLkl8i1OGi5XIitScEtuSuJU3q489r1xEoKvnz2BOaQTEpzIxEWgaSYOkyp+Yzrf4HY2dOxv3gOrVVAqVPSu08Utoxotn1Tysc/XUfRHQvIX7GI6jlzSHx3IjsmLif3wRwqfqxDliB5XDKnX7czdFoGFU8dISPTwhmFSMgXQm1U4mrwoI7Q4q53Ep2gw+/81Tzjdwf5PGsNc+o7C/gGowpo/2EDEaIStbMO+6LZKIyJnHx6MZYe08juU4OYOQbToJ70yspGVP9aSHjBnZvokmvl9ReO0VXQMHVMC9dN8WP/9h3Epmo8+sFoDSpsjR5UcQn4ysvQGiKQrxQhCArK9lzLjuYqiioTefdvgxFUA9Fq5qCf/R6i0UzH15twny2BhiNoOirI6eqh/JmXUajUZGX5OFjmJ2/yKAbfnMKSnj+y+MpYAHa+cJ4L62rQOGUuLKum5aKD5mIb9joPEVIsHdWXibk2n6z+kYycnUFUqgGFQqR9RQe6AhM20ULxZhsn1jtpXLQdW40bldQFz5qDYNShtxroqIbb3u9C6ph4ZvVex+zvhxAhCpw8Vs+OAzW/EHXZ5hp2PnyMUc/1Y/umenZ9fpnR92QCcPfE9ZRdbGN70Sy0WiUZ78yn/MnXKHrkDT44lMn85deQ9BsfgNsV5HuPh24JZk7/pZCICXFYVWoMVg0ai4rSQ8347QFUpR6saokzwH1PdeHLR0/w5JqhxPzGfBGRqkPt6GDzpSRmvTL2qqVzx/XruHC2mf2l99B8qp4/T9qFRannT4v7YIn+w179v4nf18EY9ELLcW6cLtGwE/xdY2itdaBtTwRpP/7WYkJWJ34nSPXFeMvDiMqrRCvLIMmg1IG3qTNowdeGEJYCQcfPZN2Z9D8qqZn7S6cQWj8DsfsdyM0O8HYQGavHZfejDQfJLxGoqwPAcfQnQv4Qtr0H8dS7UaqaUClP43L6cH78KJIcpHH+g/g0KhZnrEUOJKBeUUUooGJALxuG4v3sLAqnS9sljpVGMWtIO3aND1WKAX2bn4y0MLr18aGraST5wWkE7trG5J9msKrH93xVfgdf5G9g2Cu9aNtdiFKvJmeiGseOOqLvupXGrXPJuK0bR96tRC36UalBIweJyw7D55IQtWpk6Wf9tUKBZLejNKrxNDvRWrTYLtswxBsI/JOUUIGr1oHarMLd5MVs1WEracWUqP/Fli6KnTJGZPA2NOO/WEjt6oO460WCnkbMkdloc3ug6DjG0LcHoMwb81/e+65dI2lt9eDw+8mb1Y8Xvi9k/FMV+C+dR0gZib3SjTk6ivrj9bTHB4iIPIYqvY5Q4UL89Sb8rgJCZ1I4V+5EdDUjuxciRrhwLVuAP+DEmuRGYVYhO7QI0b24f9HzCN0WIEYPw3bgGCPWbCVxRCSuyhZ0Oomjz25B47YRvORBbtNz9ttKonLDSB8dQ/+HswhL0HH+jUN0XGhi8FO5tJy3UbWphuMnWmkrseOqlblsOwuaYiIS9VhcVno9mELmNTEcfeEkhmgdYz8ejCRJPGpYQ/fZnaQbmarjozE/0jtGwCvJtP381VK6rpJdDx1l6Eu9yb8zi253ZrHk5gMEvCFW/FBE5aUOtl2YRcW8T4ifNRZzzyyEO+9n1cQfybdoScj4lVztdh/3XreBWx7oRuGRBsIO+WjfWU30rbkoTQoqTrYRaPdDjZtwo5+sgTqWnwny+dyTPPHJ4KuI2tXgZs2wtWRNz2LwLVnMv3Unf106mvSuEcyYuIZLJW3svzAbZ5ufZx74CadVzV33d+OZ+Tt5JUXJ8BGp/z3S+AP/1/hdyFqSJCh+CypXgtpCbmIsGp0aldjG8jezGXNnPvraNmRRjSEg0HqmEY3LzTsfj+aJ+o9QW7OpeOkNvHE5/FBcSEKyirHJ7UTEGwk4rcinz9JR1ov2r45jVRfg+f47IgxWzrxRjkqjY1j/C3QJvcYt2WG43l5Hr5HJNL5xgEabHu+na9AgomirB1MUpi5h6KIhKW0XonIu0WkvI6R/jqX2cTIfv46qpU3oYi00mLI59LmVh9eOYHba55wvvYF1huV0eeVmPlq/iek3JGNWqhAUAvljzDQsP0dUvzgEWUZn6vzfb/ejMqpw1rnRROjxNDpRmKORfb6rrp3GrEZ2BpFlCZ/NR0qSAY/rageloFYTbGvrVG00u9FFmWg62YQh3kDo718SP+eBFzUKKs400hLwYy0px5Qs46pq58rSI4h+F0fvWYFF5+P8nS/TJVdL/cKFaCKNKDrcpD96Ix3rd6PtmoXkaEdlSUKqLYR/QdYTJ2WxelUxb344lt694/j4o5MoE1JAlokYP4qah78m39eCbDNT77MQPTAWry8Vd0k75sFHyY18juTRGuK3pCK3ukGbiWyyEDJ0o+S7DvIW34xn7wsI6ku4FXcSdKRgKv2WUPkRNC3lKFQhLjy/AUOalYLsAEHZTK+Fw8kJijQMWseExQWIapG6Yy1c+KaMhlOtNJ5pw9vi5VT0StQGFaZEPdY8Mz3vz8YYo2bZ44d57OR1GMLUbL5hK33vSEVr1RLXN4ryH2o6r7UoIipF7E1ewqK16LtrqY8KMeWziegitWwbsJriZWXsffo4w1/vS9cZGQCodUqeXDOMx3PWEB3WwkcX7kOrVRJz/RDKFn6N/taprPpLJbnDYnBXBfm4x1buOz0OpzvILTeuxlgusHzhGXpNSqS9i4VKsY29n59iaFIcypCMvcJFangAhdVPfXoaEfWNDJqZzLsPHsFoVdNnbCLOWidrR6wn+5YsBvy1UwL70rej+fPtu3CovDS3edl//k4aq5w8fcOPeENB3v9hImldIvj6+jjS08N/D/r4A/+X+LfJWuoohpaj4LdDzQZQ6mH4GkRjZ8ir/d0XCEVPJjr2MEEpSHhGLa5LKlSCgYvlEdRVpmGUr1B1OZVgtZ64xFbOdKjYezlA+KUUsvu0INU20dyQjspURLMnHdnowCankNlbS1QfOwMHNRPwJ2JO8KLOfJxpJQ8hjthFT+ddWF78niXpG5nxTi9ir6xDNJqwzJzdOXbJi+LSRpQ5U5COLoCcrgjtJiLi7DTHmAi6PJiztfgcAUxhGkI/B8oo1SIdDV50JhXtdW4M0RpaLjlQRUYjefxXh4FrlTiuOND8/HZrsWixl7agsFh/IWtBISI53WjMarwuN1JIJuDwY7Eo8bsDSDUngCAXPjyB2gm2davQuESKVkTT7gxHCrRzc9+16H12nrAs5i5/DPfqlqNGRcWcA7QS5M3+7VR7wth0OYL7B/upcWoYVxBP+sFqwqdcT5/be/wy7tI7nsCQl0/rV+tQpY7Es3sVYs4gQpeP/Mv5kNMlkuee73RKybIMEtTUefF7RD7/4gy3DLAQ3tBOyFlN1JBLuI7Go4yyokt3oDLFInb/HrPSyJA1dyOkLwNRQhm9BPf5UsKzDAQvLMGnE9n4+AA01qOkFaRhDDuFIucRNL1SSZTGkzT1Y0RRSVXpfuS2MvxHa7AX1iNi4v2kVciIaMJUhKUYiO4WQcbERNY9dJIXOqb/ch5+u5/aA/Vc2V+PRRL4a95W3G0BNGrIK7aROkRL/IAozn1W+ss+5jgthVvrkBIUuNoCqE+3sueeXTiqHXRvCbHy0aNMf38QXW5O+3X9SBILRu9EVqmYNTmGxmVHSLlzKJbhPbhy2c2Z1w4x/rHRnHmziNj+kbTVKViS9wPbE+w88lh/jm6sJsygwVbpJX9ANBnRRk61V1F2sZV4vY7e+RJOu5uIewby43dlvLpxHNGJBiLj9Lw8fR8PLe5D7avH6TIzh35/+U0OkNwIrrMYKS/xcM+GiTRVO3n6hu34kXhr9XjSunRm+cvM/DUt6x/438G/RdZS2Xdw8T0wpYNCC10fRUyaclUbc7wH76bFTBrmRxUVQBcWQmUPQ4ztRv6k40RqxzPW/B7RPd9HDNyHIelJclzLuUlrQkMa1O6Dfh/AiQmIg44hbesHY+chHH0dMvsjea1ECU4EgwW5wY6Y1A0u+xHUWhBFJK8HrUlJR52HVKMJyfkbmZyoRfol/lsN/npQGsHXgio8A2+DjYhkPb5/eLtV6xS01rgwhKvpaPQSG62h5lgb6igzkv9XpYitxYskChSvr8bVEeDy9nrCIiV0tlqEwteQAk5WDF5PqkVgx7Vf4LcJtLoh3iQheSTO3v4Fc24rIrhvE9E5Ihd2XiQlzo8QcpI9xE1c92ZqQ9OQT15k9IJ7OHLDZlaWz2FR7Aae2DeKDfce56Zx3VFKQeqONtP3hd6sGLOD3m9OZvlHq8l5aCjnVm4gENJf/YAxGfGVXwFZRpHeDWnDZyhS+hA8te6/nA+hjlb8pYXYz1zBV1eNu8rFd5PbeHjKmxj0vZCiGtGO3Uniba9j6JqG3z4ZhX4gKv10PLVHcJ+dz5p5Fyk/0870bAURx/qhCguiTzHgPdmVLk8PRzCnYi54iKynpyCaRyO3qJEv7EX21UPxFmQZ5BWTkII+smKiaKuIo3ZPOEExlqBGS//5BQx8MveXMXubXTQdqcGg9rN27Aa8DR687T4kWUQXo8ecaqLNo+W2z/rQZWQMJ5dWUnvOTuqQGFRhGuxOP1NHfUdZlR1no5dND1SijdWQkGiih2ghcXQijY0hTnxYSbfuCjTqq9VBc/tvw+cO8nbRFBQClCz6gYpP9uDLz+O7D9u57fEJHJ/3E0PfGsDhBecwpBpodvkYVGrg8OpK4tPDqD5ro9+YRFprXGzcWkqzzUUfRRjrAtUktWnJuLc/G78vZ9H6MUTGd+bwuP7RrjidPt595BAjp8ZeRdSSJLF24k58TV4e3D2JvfdvZ0t1EL9aZPHysWTm/UHQ/z/x771Zt52A2JGIvRf9p00EhQZx1HzkM1uRlOEIORGYlGsQRj1Ml93X0HVcLsGSCsSseAJ1EspwDwgWkNtB2Q+CLlBGgPx3fbESgnZQGsDXCIoICNSAKg4kF4KoRObviZBUSLYW9GEqOuo9iAUmAo0N//FARS34GkBpAn8ramseQWcHVnMZKuyc/LAElR/eu/8IBDxUvLOSnrKbLz+JQaMLMiq2Bf/SD5EDabxqXoVXqWJl5iqyEKl8t4yU5EYiDR4Cijh6DT2JaO2N0XKQHg/mkehYhpw3GKWnCqHuGLLPT9CtxPTY10gbBiFOOYx+yUyGvdcP99bLKJOyEHUiyvLTRI3JoejsbnJ7R3FcFBBFEbVeQccVT2fK12Yv8blGfLYAUcn/HCijCRMJFR6k6d3tBBob0WRmoo6Lxn2hBNFgwFfdCJKEZEkFv6czqMVRg9B8DqnuDKHmKtqueImKu4LjUizKCFCjQx0vYhmUQ6ayhXWPWVAUPAKA78K7FJ1VUfnpGSKSsmhWbuaDv7oQRZklc02UnW4nvSCChvoCTOcnknLfFASXA9nzOCFNP7ynivCcS8fTtIlAw0Ekj5ewVCvR3vfAmIy7LRki+mC8aQ6WJokvc7dyz/bhnPykEENUGxe+KsJz+CyeOgdBTwBRKaKJNBBjCSEqlSSNTqCjrAN/R4Ab9k9DkiRqR+2h+lgbx76tpuZ4K0abmwNzT6NQixS7ZOLCTAy9LY1QpZde6eGMXtiZa/2lXttp9qjY8VE5s5YOoOuYGPbes4OgN0jGzdk803crckhmSeF1vzwsc+ZP4sBTKznxaRPPbLgOa6IBa6KBbbN2k/dcD956+TQdVolJyYl8vLOYUQVpjJ6WjqrEx7dfF5E+KBL7YQ9HxGbyo/S8Wefi2qUXufu14Sx9/gyPf9GZua+stI1Fbx5m6LXJvLftEjHfFHLrrG5IksTqsT/ibfMx6+RkWmvcHKrUktTu4IbHupCZb+UP/P/Fv0fWWffB4buQgl5EpfY/bCLqtITaOhANJiSXA3RZEHQjqoxIcmcCJAQVBJsRRBNysAlRaUH2XgJTDIQ8iKKI9PcDKjTgqfuZVFs6i9l6L4AqFiTvL/0G3V5kUUmo5gCpaQ5ajtvxmcqRHParxie36wntHYG7RoH63Fwaq634UxqImbACVX0a+subuO8BE7uXRvHOrNMcbsrgmdmH0celc3B/Or3SdUyeqyPp8iEMjy9HNfPPzLXdxOzolbxzeBy7/nSM9DGxdMuT8FeWE3HTQBxf7ULR51GELUfoclsW/pUGFOEBJK2V4JUQSEHkwD8oWVRaZEcrgs6I5OxAEZUBPhfqKHNntj64KlDGfsWNzqLG1ezDMCoKvzOAMfzXnCcKlYizycchk0R1ST23FiSj7d6djlWr0A4dh7f4EvrEENLFj9EmtcOeyWB1EVw9ipM7epFW0E64sRo5ayaG0o0Io5chXJqL4bpboOQLJEsfXBXFNDVEolEc4MprTkIeH8a0vhzefxB9XDIWSwFDBm1iSsss1GoloTVf0+2J/vibfFS+dxr38Z/w6rYiO5qRJT31CxagiIhAaTZjyqhDN3MemoxkGp64H4YuAa2OUOU7yK0lCMXzMLnLmfmciHLtOjKVGYQSFXSodKhTe+H2apm0afIvJLn51h24ax2EvEFEhUD5WTevR65G8ktISpGaSjdxuWGk94lA2SgwY89EAB7PXo+nATTZChRmPYfW1bOnehdU+Oi4YGdtqY2HVg5xgxYxAAAgAElEQVQh79rOvDQj/zaWvff9yAfzz6OK0PH6qWuv+qqpOFjPgn1u5g7O5vzbhQx7vT+JI+MZ8dFQvnnwEE1JEiNGprJhTxXDhqXStMtBKMWJqFFw/Yyu/PWTw6RYzeR3j2fCDdk43zrN8WoHV27aw8PvdkrsLp5vZtrQFTw4tx8z/tSdHV0+4ZnHd+B2B9AvayDkDXH7sUk0V7p487p92FUSN703iG8fO8h5n5snX7o6t/Yf+N/Fv0XWYnguUtQg2DURacxWRPGfc9qKem1nClBjOKHWZtDHQtBzdSNBC8EGEE3IUiuyaAFfK6F2P4LHjefQbhQukWWPHGdQZjibvtlJlCGMfHsrol4iLFFN/cEVaDP6sGHpavqMvIa4t16jojWTfoYNDM7WUXciA18bdNQYiftN18ETsahveIba9YcJH9IHm06J/XAbicO6Eqz7AMVjb2O5eD13HJlA4NuPGD4hA8fqaBTJ8ZgcOZhbG8kbkYnrchBR+ev5a3RKWqpd6MI7CxooBoYjeVyIEVFXabolSQKNEdnThmBKRpA6HYyE/v4gE5H8TgSNHsnRimAwITvaEU1WZL8XUf3bLwmoP9CAQghyfnMdtkYvDVcclNpd6JpsrJ2wlSFJDRTe+Ro9kjUU3/8GMacjkfpaMSU5kZt+wCZ5sDZ/jCFSBWIIr11LxNCRENaD0pfKCO+TS2mFhDsmkqHdFyFrzEghNRQvQW1thouLcFeH4dpzmSZPV1zOOMLEIJkL70SXGQ97bydzDpAxhLNHjVw5tIl9Xx6lpcRBYsRY0r5/CUGlQxmhIu6akyiy7keR0hvlB4sJn3grut4DCdlOQ+ED4NmNvK8YpcmHf90k1OEujFYFpPpAMRYSbiVt6LsIeR8RF9YDe2EFpc8vJ2lMOJU/lHPxuW8x+C8iO+3kqGX2VvdEo1egjdbT5FEy+KYE3PU+GoptKNQiETFaRKXA0V1ebGP20HLZRaDJi+RV4i73Ep9joswR4u5He9Cwt4UNx8+SGq8lOtVA2bZaflpcxM1bRtJS6qNflI0BDyZfRdRle+o59vxx7olOwdIlimCLkz2PHqHH3AI+fuE8DQaBTz+9jmfm7mTIqBQO7KwiM9LEmhWlZORYqK1z88wjA3nvq5OkmSxsXlbKqqPT2fjtRd56/jAJPc0UnW3mxhErePwvA7nhjq70z/uMMeMzmHxjDgtu2c7QWAuLS2+h6bKTNyftw64I8uzK4fxl3l76PpLN8g8Laa/38NIX1/w7lPEHfgf82w5Gse+bSAdnw08Pw8BP/nm7TovjTCkeo4C3pp0jj1QyYJhAxV2fkzXagOLD27DHKJgzcxWjBvh54Lpl4FEREgRcZz9CnxfCvW8HiIk0l7fT7k4jKVxLhDKZ2AQHpI3AvW83A9Y+yk9T3+KvrhuZERnirePXcnTGT1x2XUeGtR5jah2WmaNoXbD0H85cC1hQGM2EbC40kbEETvk6A2X8gX9u62xG0BuR3XZMsVo8tgCi+TcELIAUDKI1KWmr86C1qHG3+BHNZmSvF1Fvgr9/UYgK8DgR1EYkVyshXVeuVOgIhBQoXCLeFdtoOZPGvi8PQVM6XlcrttZwxva6gv6HjWgilGR+OYb4blYOXbOI5Pgge+bsZmDvQuqdZprbs+jX5TIlhv7k5VZiHdmd9MN7SfrTHZSXnCBq5hh6WUtJidiK3GZFjO3C0m1K7h7QQFbaZdoKO6g7Mxjr3Z2FaQ0ZW2jZfow0nciKj2L5ThzHy/dtRmHJADVox90NUX0wjkvHCMQAstdB/bz9KBr24DtbhqcixMCb6nCF3sZgUHGnaTjZg1QMeDibTOMBDAmxqIY9gSR5CZat4FL5AC6tbsZ3NJ3hwU8Rjr4CcggfZgwZhxHCM7DOHoGQ0B9RGwmSk1D5IOTU58B1qLPET+FTyEjoHA6is7NxbLDRfUIypT8GSBuSTOoIgZrj7QTRoTSo0Vp1SHqZjioHKp+EJhSkudZPw6oa9FY1OkHAkm5kyENZlF5sY9dnZTy9ejgANftbKf6umuOfVXDfmmFEpehZe+sBxn4xAF+7l6+zl2PNs3Ddulmc/8s2yj4/QsY9Azm/vZ4Nz54hWlAx6YMC9r94gdSR0Sj9Eq+O2cJtbw/k09dP8casAyz+cgzzFuzCJCrxaSWa/X4aTtfz9tYJ9BgdT3KPCD5/6xRf/ng94VYdsx/viVqv4Jbhq/ATYv5rw5g0PYf++Z8xfmImb34wlkk9vycyPYwDtXbeeOIQLVs6cKhCzFs9gnlP7GLqrbncPCuP7nkxPHLrZqbd3ZVeg+L/Xdr4A/8N/PekewM+Rt49iaoP3yRlzpNXbYq+PoqmDbvwy1HophajXncDoQktxITlwyAHKumvWB2vsnxtFmqHDjxmSLoT8cJ8Ip77CuloAVHXL8L13nSe+roLjtX76Z5hBslIoPIimqFd8OzdgdL0qxlGrVPQVOVCF6HC2eBDnWEg5PChjjb/EwELKi2yoxmlUU/A5kSbaSTg9COGmSH0m0IBfi+o9MjuFgS9Cdlpx5ygx+cIIqq1BIMh2ssd+CUFgcIfGNr7PLVrRQwOHwkpp5ALO6gvMlJ7+ztcdsRz47pRCGY1NU8+jUCQqhItCHs5X9mXRpuBiIgOJplKeefrEaTmKilsiSXCqqVrDyvrzwZ5btlw1l+3m9yPP0F8+k4GbnualkXz6Tc+E7m6lS7IDI9NoX1DEZNfHUX53T+Q+UwPzt+yAmN+KuqIIgJOmYRhqVRsHEXa4luQAkFGFizDdcoPfXpiGpWF6ujuX65V3KhoFOW1pNw1k5c+ySE8IQy487+cGoLWRERuHaHKYyiic6hR38j0SBUvllwPwJmbF5L2dAL26gAtx8y0Xyzk69s34mr103PsZC4cO0Zkpol4QzJVZSJ95t+FqDVy+Zb5ZM+Yizoi7Kr+RNGI5FIhXxwMSisE1SApoet8lOG9sdRPA78BwaDH59QSaFOgEh2k5bdwcpuemsMgHmsnwyRSdsJO3+tiCe8Sjn1PI7GReoI+CUmpIWZABA3VLop3NBJs8fPmmN04m/1Ut9rZf7KGhYt6kTs+jpazLRiNft6afZARpg7M/cIYuXw8oijS/aWJnH9xGwef2Mq+Qwoe2TkKX7OXDbMOM+HDvuz9yznOVjiIHh3DG/MPM2VmFwaMTmTRzL1EpWjxBEQaLzlRCQq65kWwZNoBpi3uwcalF/lqx1TMll/XRF6vaPyCRBs+zLFa+nf7nMlTs3nlrWsYn7eU+GQT3+yYxuZlpSycs4fu4Vb+smEMzzy2k1tm5zPt1k6n7MipaXTNjWbpW2evIusPlhzj7gd6of0jVer/OP5bV1hUapFGbuLUU59TXnOYkYsG/bJNHRVG4owCpOiB+Np3M6J/T+xOmcTpA3C1q1GYwqE6AkFoBXUkOC6CLg5C3qv6EJQaJHsTgs6I7LQhRieC140y0oIU+E2aT0lCZ1TRVudGb9HgavGhjjQRdPtQhhuQgtJVx0WtR3a1gkZDoKUOQ1I93jYHFz46R7DWgP6rT2grt7BuxHas6i5MGr4eyScTcetJEgLfY5rYFenon2kO5bN72HYyUyLIOLGSUXkyl05p8OsiSE1pRIrqR2GhxLUfDeHlSWe46bsnuXjnSjIeHk/TiSYUgSYGfDSF1r5fgF+NvyOK5AU3Im/6gYJbE/EfF7G1+SiYmsSxww2YcxN/eUEXlEokpw1RqyVka0fUm5BbalFaIpB8V1eUEVRK/E3tqMPUeJvcWPLM6L2lFN/+FMjQJdGFtXcsRCWjKn+G8JTuv+yry81Hp3cSOa4v/xl8h75DVkXg3rsNY4oN5dAnUIQZUfe/Ho9hMM5LVXiqzrBu/GYcNS58balcuG4bpng9qogsak4ncPOnfcgcGc0H+VpmfNCDrtcnUb+tiPK3S/Dv+BippZqE/EYcJy9ivabfP8/H+mgo+Ati7ECk2i3IJW+DvwLK16OJaUKw+0G6SHKmBW9LOELIiCJcIDqzFnNSAnS46GiUEZsNqMM1aMxqNO4Qde0ebI1+fO4gJQ+fJDYzjNhMIyFJwYz3+rBxfQnbF9ew6OvhOFacpcSsoOjbciZ8OZLIh1Zha1OQ/dDgX+6HqBSJH5NO8QvHSeudi9GqxhSpYdryIay+YR9qZRCyNBitGibNzOb43lom35NDVLiOwztrsAR1zHiyO2c7WlBqRLp3MbPo2d18uO36q4j6xOE6Zl67loVLRuCRgjx/+y7GjU3nr6+PYlzuN2R2tfDF5uu5cLKJz148RUpsOOdb2rhr8noee2UQk2/Kuer6DhqdRNmF9qv+++Dt4/TuG8+AIYn/6dz4A78PxH/d5F8cQKWl2+LJbPuwvlNf+zNkTSpl75ZwdvpKGr5L4uK9L2H7Ih8AQdAjhxpAEY4cagN1FIQcnb/S3+26ApLkB7UO2dmGqDciueyIZiuyz41SrwMpRLCjFZXOR8fuoxTE1dGy8QJiTT1Zqi1Ix1egEqqofPIltOFtnJj6MlUL76F6zv3Yqps4+eoRyteWY/CdQji7lr5TdnFlZw1hKW0gSYRZ/PQaBX3H2DH1jMU4/Bq8R4ZC+iHeWNEbccAZVHWRPFA9DUuyHk/qPITooWSPN9D32RyUBgOGCffQ2hxB5Mh8RKWIV7Ki0OvwNdvRRBoIOnyd9mdZRhBAoVbgrPViMKtpa/QQEaXD3u4jKsmA9x8DZVRqpI5WBJ2BkMOOaIwArwuFxYLs/4ecJ1o1gVYbqjA17toOZK8bm8NCzuevkPvdYpIemY3CWYms646c8Ge0kR0ELu1BKv8aip7HoQzidV99zN9CunIe2s4j2ZsI2V1IJ+bS0uRj6ZRzvJW9mWMfXCZMkEkcFc+YL4aTOimNyOFZTD5wG2PWTkYOSThL7Gy++yckm5vW97/k1PV/pv6zFQRlN5LfhyJ3OE7FANxFZb/2K0lIzcWEznyL5A0hX3mc0NneyI3PQrAJmjpzmYumMITEWMScnpi6KzCE21Bpa1EYfEjmELIiRGyBnrhkB42VDipPdeD3yzgjdQyZlc7LZyfw3MFr6H1bCi+dmcCcFYNRqEWWvnGKDUtO8c7KCQy/KZv8F0az/+VzZN6ezYEHtnGxzoj22n7sf/40FTs6o2pbD5RQu+wIU9fdgFItsvyhU0iSjCAKKFUC4z4dwqIN47G1+miodjFgbCJ39VjL/qNVWAQdkx7vyu0v9+L198egr/ZTd6iWKXPymDx+OefPNQFweE81MyesZeE7IxkxLo1P5p9g3LgMmn/sYFT6l+T1juaLzddTeLyRebfuJCJMy6vLryE2YEDZAJUH2v7pHselmXA7r54DsXFGTh6v+68o4g/8Tvhdvl0yxiQBx7HVeQhP0CO5G+HIfNIfuhsSx+Pp6IXhieUES3ogBR2AHllqAjmMUFsjsi+Eot2GomoVklei8YNl0JyD6sBL+Fv9bHq3mo7GCDaJtbgCB3kmL5LjC1YzfGAYEW88TXJXP7aNG5g4uo6K8wVYhjpITCpGiBtFXv+/4VZ+SIz3IcQumxF9N6KKWwB1a4i6TQ1SFvKlUwjXfIa0chwT5k3B98knqGbdjfvzQoYOMKBwGiDgQYzJJFh8kAiLntDfHYEKBZLDidKgwd/mRGMKI9hQhxhm6XQE/ubtVq1V0FjpQmnsrJeoTYoj+PPkFwQQFAIKhYiz1oXxZy13ZI4eh81HdFKn/C4UlPCFZI4evEKoRUvKDz8h1brZvK0NlVHNqDgbzhMrcDcoeDB5KQW6RC6FfcuAVCWrNm1gWLyb29I9NHwTSUpaM651HyA1X0GyNaONr4Htd4HJhjE5Gk4vgPg4MGayZuU4pgxvIWdsLIH6WpS2Q9ByHrmjAkLNKP1e8EHhxcEkqM1kjIrFXm4iNTfE7HM3APBm/FqUkUYq9zZRe86B3NzMsq4VnUVlETn7dRkxPSJIG2KlxZXH0PWd+32Wsoz8/PEYqEehrMZbsw/p3N8g0IrUoEZut4IxAUG0gkuHMPAjRHU80ub+0H0tAjIEngTXZbB0R2UWUZWWo4hXg07P4JFtuOqK0GflY4pTY1sZoOfoGMa92B2XSkRjUFFytIXKc+3UHmjk/X4/IkvQIQc4t6qEB7ICaI9eglGJHHivDMvILJY/XYglFcrUBjjTTtKgOI6+WkjLTxWo60vJe+1WlCYtNy3pyfp55/hq+iHEajvXfjqQmJ6deuZn3x/C208eYd87l2mvcmFSasjpE8UdizolgheWV5JSJ1LSP5Kjf6vmyWcHMmH4t7z4ykhem3uQ1z8dQ+8B8Uzp+T033Z3HvfP60C/nU8Zek8H7302k8Fgj82fsxGrRM/fDoTw9chtTH+3KmJmZ/GnaJmofdPLaB79GrloSdJRWt1619tMywik63/x70Mgf+Bf4XchaEARkSWbji4VoDCrGPbgaXZwbxYUXEe0f0V4cyffzVhGZNB1v3XKye2cQY9mJOtKJUinhc+0nPB8U+q0ISomQ24tOEFEnRGNMqmJS1wYkbQp3eouxXL8EzwcPMGPvizgXf4fxqXWEtkxF6DYWmrYTN6EdovpC+RkYeh8c+xTzgH6EzvoQEgyEagzIgWYEZQQE28AQ0ykpVKp/DZRRqMDVDBo9srMNtOHgakQ0R4Lfd9W5i2oVgeY2FEYN/lYniowwAp7LiOGR8A8Z/bR6JQ2XbYhBFf4rlZisHRh1Ffj2fI7Z2ki7C443mjg8cy8Bmw/NAQ2Nsozd7+GujLWY/bDIspbTAZn3ZmwgwZvGo+Xt6IhBajTQkhLHoR0C17zYlaZvq3n5+2vQ/u0tkhbMoOGjNczokYne6MBfXkr4A0/gWjwDxCTUfUajyuiOeHky9D8IpyYjG3ogXWlEUoxHKithxsMbKH+3GN2adgSNROyEyyjNgxGypkDJEpQzO6McW77YTahDT6ZOSXzafi5+pWHVwFV4mz2EIbH32VNEdQ3HlGNmw6VGPi6ajj7GwNoRa8m7J5OU69M5/fFFSj++QtmfP8Lf0EpqooKmlxYQniigDDcS3/0ixD8F5kGIttnQ/T7EpOsIVe1DPvcyouMUkncVnkAYmkNTUWh1yF4NgQoV6ngtKOPRZh8jJMWj8FWjiwwhtAlozOmI0UpqVR7OfFVO3dZ6vI4gNqNI2vAotBolsSq4b/9I/jr/AEJbPc8MjmbokinsnfwNIW+QiW+O4MXsLcT1jaa0o5Hc66K5sLoRUSngNqpo31jFuKcH/uJrEQSBkXensPn2nbRFWojs9msIdyggEVklccTuxBkWIimgJ1oS8Nr8FK+p5PjfKvDKAqMHJqAxqtn61iXuvaWAJY8e4vY53SnoE8vUXsu47YHuzHqigP55nzFqQjrvfzWRc0fqWThtF7GZJp54cyDPjtrGTU/mc/tfOsuKLd07jTuGr+PtBw/RfVo8TY0uftpXg8sRQJKkX15CMnMsHNpb/XvQyB/4F/jdvALVeg++H2sRNArOFFn5y2c9sa2pJLLXZGKr3mLK6lHoz6xCO/JRfIeaEExZaDLikC5uJHzyG7BrNOKw75F39SXpyTsIrNiFonc2tLYQJ/kQ4mORzjoRjWEQ+lmLLCqQ3D8HyniaQB0B7jrQxUDIjSgqf9VpCxrwd8oECTWDygreStBFQfBqOzlKDTiaEbQGJFcHhFuQ/U4wWfC7g1SdakMIyZQtu4C9RYt6zWbk9nbCtVtQuoO4rlgou28ZGo2Zw70/JqFbM3MNqygoKOXcnxtQhpTc8Mgm5Ipk0nLbkJoCfOmQ0LmUaFQq+veKIVodgiYvqU/lcezefay9MoPJpqX82X4jN8ctZ/26Sax/+iyenlbSkvywr4rer/Zn65QG4qYNomXZRnoMiaNihRrB3vFzNXUnivhwZI8bpVqNQh1Ef8McaDqHXLsF2auGH6ciuz20HKomLMmO6D2MGJ1K1LgKoqc/jCZuKAHXUkKeWmTtXNqOV+M+m8KpzzfRURHA3eghK+oQ0sFadPo4HPY+DF7Yi/hhCfww/zzCFTe3bxqGt93LB2su0rx6G76qBvA7+dsDTvQPFKK3qMiLaUCX0ZXISUNp+KiKjsgB5C7qrD/oXzUIQZMM7fuQDDLufSsINB4EhQJDjhOFvw5Bn8+h72Ow9Eynz7x+yO42FFdu6zS3iQaQ9KDQI4erEKlF216LUl2JYDBz7+hGqk4Y6DZMS9tFOycuGXBWeiFSg90t81i/DZxsbuC9l4dg/+442kgDIzffwc6J3/Dj5w2kDUojv4eRjGoF+7eX0eX6dE58d4V+IT/TVl/DuUUnEBQK0qdl0VHazt45e7n269HsX1fHu9MP8OD3QxCB7285QmSmkeofncQpjYyemU7HD/XMzdmIxqhENKgYOCeNc99XMPHGdFxNXuq+bCA7xcK6D4tY91Ux9zzdixvvzaN//mdMuC6Ldz+dwNmDDTx/625sLi8De6Xw7OjtzFxQwE1PdftlCVgi9bz61TXcO3QDH6w+idqkxKBWgULAYfdjDu982CQnm/mh/R/Wzx/4H8HvRtbGfBPxBZF0y4ti1dshNHGPYnPehxhzCyjfJjLfgFSpQfS2IujDkN0OBEO3TvOCUv+bQBkl+FtAbUB2tyJqwpFt5aCPhqDnKrMCSjWyowVUf0+pagHbRdD+s6MSUUvQXUt7exgtZ5wEXJHEC14CR4uRSyKRLn1JVU0SS979Hp29Fw+u3ULIqUalqgGULC7qSoV9Oben5lH9yT7uSxAo/foEibltaAztpN/ShN7aiqAZSKziIKaYZ9FfupuuH7+K6swobuozC85vBOtgZL8P2uOg37s0zbsX3fRXODr3fXroDHQx60hLNxOfrKRsQxVpPSLxea62VesMSppqnBgi1DiavWh6Ggk6A+jjDIR8v4lUDAYRtBr8re04Amr8x5ooOSBiCUi0zJqPyWpCu2w8aExgjAfrLYiZuQgx/YmdIBH4bhaa2W8D4K0+gO/YclzVOwi11VFXmUbr5Q9RR+iwxMWQnNdOz0dGodFI/PSMRMEXMwGQH/8af1MrJW9fxlheR0cJfJNegaAQuDvLgetykPDembQqBc75Gtl68kYADl5TgnnUQII2N2o9nN5bzVvXraS5yc3tPbtxR843KCPzEVInokmqxxj3AoIgIB3tiRx5GwG7iDriELYT5/D9eBKptQZPjRGzvRRBmwgqNThtENsH0axC0J1HVJ9HViSTOcCLu7SFMKUfY0ILF8/HULLFx/9h7z3jpCiz9v9vV+fck3NimMAAw5BzRkBERAFBAQXUVTCnFXPOgoqCGRExICJIEJCcc5YZhsk5p86huur3YvbBRXTXfZbn/3/j9ao/VXfdua86dc65z9EYVLR5fbQonDyV6Se5o5lT3gDeBieyXsP3FWFYXAGsBS24opTYTH6mTEjn9bXnSYtR0P/qZI7etpZBX07i2EtHcZQ7KN1QzrAPhiOaNaxYeYasMoE3r99FlKwiLstEwY5q/MjoUFH0RSmK3hbsbUFC1Rpmv92b5Xcf5baP+rL38WMojzQxdEQEjnONfKIR8LpF7G0++mV/ysRJmSxYPIaTe2t44dZddOhko98NXVn494O8+N4IxsxKu2SPNdW7uePadcRFmZk5PptxD2Rw8lANLz6xh8ZG90Wyjoox4nL+sS3jL1w5XDGytobqaG3yEBFvxOMMIKhU8D9qBUED3pp2AvY0ojBakVrrwRBx+UEZZfvxb4XWDO5msIVC4xkwRiO6fVBXQ4tLYONXZ3EcjiS04BS+pgRyQhoISgaOH+5Fq/M0PToORXzxXbBcw8l9K9GYZ7BWPkh6WDza+kjCIxVM6h6PJqYGZYMFbYKec5sGMmZ6B9Z+66MwM47OShlntZu+T3bm7Y8+ImHBAiru+RsJ789H2jgCBryHonAnhPRENnZEduyHmFmo63cR2jeVYKWI0qJDVurax6+2gL8JNMkQcPxjjtphNKohoCCoBGe9F0PvSPz2AGHResRA+4tMISjwukX0ZhXNNR6M4Rraan0Yok2Ibj+CRqDZL/LO6wdx5IewtPNG/M1JNC8uwWZVcFXnUMIyQokYcQOhHUWEw8+jmrkDn92P6BYxROlRKBS/roUkXvzkFVRdwHkOTcZwNKk3Ydl9L9rP3wUgsOVZfK5iGhqzqTlZjVVbRu1jdyEH/CR1iqRmlR1Ll0RSJqQhLTvC2MMPIAgCR2d9jjEnk/AJPelhrOCzjy9Q9PYGPOUNKFRw5rHVRPRNxJJqoWFNK4s3XkNEpIHz9zbTWtqH8K4DCdQVgO9ppHOrkFvKCAbMnJj3AZKcTniMnZSczagyn0OISKT4rgVoJ8xG754DIR7kZhWIdUArsjpAUH0BBXmE97TSs7oBZUwv9D1MdHPX01KXQ+7xeqokNx9sv5b14/Zieu47TgfCiF9zjgWvVZLQ2UZCZyu1K0rRHSij1+3pGMOUPJRlRlAJWGKMdJzdnb0zvifjydEcefUEPW5NwZZmY+ag1Uy7uxvLXjxJfHUbjWVBKKii+yM5rHikHEmWiZmbSPW6GjLdKoYt7sInDx7lzg/68PnNe9E1OMkI9SFXNDDguZ5cNSCSKdnf8dPCfK77WwYLFo9h4XW7+Xl3Kek9w5n8SBfmTd7ASx+NZMxNlxJ1Q62LCd2+ZvQNqTibfXy49Dhfrj6L1qDCIQVoavCQ2h4RltSOoTgcf5H1/xe4YmTtrPGS2D2EyEQj3t/kH0SpQ3bXEAxqUNSVI/nCqC10kPdBK/0tIsum72XWaB22rbMQnSLsfghl0MX2B6MQVC4c3i401G5jwKDOROS+wLFyCwt/2kdMIIJhUU4s6jBkXQumzEQyW85hmzoR5frNJL3+GJ6P5jF8+X20frGE27r0wN/iI1BRgfX6SdQuzCX51buofXQ20XdPw/jBd1x1dQpHD9dRi4E+KXraikr+cVDGf1qQjngAACAASURBVNmY8NSDuj2HILYMCDrb3Q8v8WgRUSgN7fFM1DYItIClV3vsk3+C2aJBssuIsoyn2Y8xWk/AFUB0iqglOLelBj0Kfn7mNLrmADs+LEBwy5xrauGn08UYnF6es31KVLgK97oCBg7txbXdk8geFUN4ovGStkSng9o35lHefAs1ozag0itRG9S46z30e7Yn8cP+4UerMUD9eYjOQmXsiaHvfhocwylbW4djR3+06z/C2+BHo1ah0Yn49Wcxp4aRNug8oXc9jSYxg+A7XyIHRBIevQ5Ps4/iz49R9FUu9pI2GirVFC6qRLeyjZAMK8Pd4USMysaQHMGJJ7aiCdHT8cGrCLgDhL5ZjutYAzXFduqKbDR/epCmbcdQh1uIT21E0duMIuMaZO8v9H7ZgyryOiS/F99n31B02kb5nkJaz0fQYe+9BNVKkI2IQRmhQwMYOtFSo8YSqUQTJqIzNqBIakEZ34Yy1sZRlYcDJysJCcB1Fg3mgMiWaCcdRw8ksCKPbW+cxixHECMLNNe4iL02iRMbKyh6r5RrRinp9kQvtLGxnJy/GUtmBJbx2Sy97RjTP+5L6/ZfKFxxhtvn9+Trp46RFW1l3F2d0AoCO18+Tf+e4WiDSmS1TF5hE4vOXMfaWUeQK33MeasnC6fvIa3FQ0Ksm5hhyejiQsi8qSOtjT5S9Vaq3S4Oraig9jEH2zaVEJKgY8K9mcybvIFXPh7F+GmXuufVVjmZmPM119yUTofsUJ69fycjOyXy7PqRFF1o4eZpP7Bk8VG+WHaK+no3jQ1uPB6RpkYXYeGX7rO/cGVxxci6yu8iMyyKmGQzWqGNA+PewG5PpSl9KQjXM+SaDxADAoKpCVGsZ90PObij7azJnUjX8QqWPXcT875TcfyTHGJHJWBW1ZI5XiL8+tHULvmS1CUPkTf9JNGvvcPIl2Yz8e3xtKxYjjbDRDBgxldgJ/yWAYT6fybk+gRq9vrQRZjwaTRIrQ3t7m1OO0prJL4LF9p9kQOXHpRRGVQ4q93YwnS0NHrQ9Qtrd62z/XNGGQHJ623Xk3sb2sk60ALqCJBcCCo90j9cGCXUuEur8VSEUXahBrx6YizFbNztYXSaEnZ/iKJVS/nfn2G4WsG+0jh0qiDHS7wc2V5LtwiRFdmrGBJuYcUdR8lKsFG3r4HuncJotahprfUQ6tRyx6K+ZPePIjTc8IfrU//9Ztp2HEZscwAynojBxF47mN5vxKA2tG8DT5OXjZO3cnWmDWO0AdkQQ8k739BcFkXA0UJ4r0h++mQ31gQDEfpQUodoiZ4xDUQ/v9z7GQN+mIksy3hWrMBx9iQNO0RacwX8VfXs/XEjuhAtEUO6I0kQf1UyWXO7owv/VZrf9kUNDZUymopqgj4/lJ2mbfFWkKF3Xwt1++OJ6JOAo18P8tdVMmdde57P4PcrCJozcOW34DqRQN0ZD87qxYgOLx0mqtn+6BFsKTaS+wQI6nSUl87AU+kkRHuKhDnvQrAJbdgLSM1loFdDwAkKHQrxLAqVTOWRNDq4of81cRw/28QT16+nTRNk48FWwtQRKBp9vPDLWEo2lLP+5XP4e6jp0T2M+mM11J3xUfvKqyQseIPur1/N7ts3sv2wyOAHO7H6vlNctagra985w6DrOxCiNzDub+kMmd0e8zqoV/DVgydQBqBJ9GCU9Gi0Km78pv08w75vSnBUeilBzdBHh+LZl0/vp/pQV+bk/pwNjL0jjXEPZDI+/StuyPgGvUpFSr8wHrpl82VE/e17Z1j74S/ofG6uuSmd+Ewrzz6yi8efHch7LxxhUI/PMZrURHt1FJ9qJqmrjaRkK/0HxuNziyx49SCvLPjrKPr/Ja6cZC0EOHGoGo1OxV6vi2Wf3kFmz6XsOXQDb9y8F0XUIwTqA5Qda+XW57rh/+oAT+0bzRTT1zy4fBAvRjfSrBgM+t143TFY4/VQkoc6PBTpN1KtQq1tJ2CDkaDDgTIyHsntRrBFIIuXHpRRaHVI9iYEgxHZYUcdm96e0stivmioVAgCksuJ2qzGXefBFqajqtSOJlSP3+Gj5VQtpU0a1r93hOE+CP/5DcQmCORtR62zow+vheJcPB4lzYvnoUyL5elJKwkz3YbFfwRNyBjOqEX0xhSizfHYG2RCG6fRtasCy7AbMCdaeGi6BcvsMqLSLcz49vKAOW2NXg5tqKC2xInb4UfR5kddIqF0wYkfqlB6FfS/PhGV6nLX+YbVP9O8cTcxt0/G3LMrgu7yWC4A+jAd2Xdlcf6rAno+3A1lcjKmygJMw6cQ0rsDra/P476yCQgqFfZvi2isbuXCaSdVuXZa64wcHrQNvztIYtp1pGWbMaYqCb9uIB/efIy32q652I63xU/j+TYKNlSjdP5Cy2kl3gYXI6aeo2lvOaa4waRcH0KYexeqiVtQKFWojywmuqeeqCFWrIoCyr8tYdXIjTgqnOiEyfTq+w4KcxS6WAPxWSdRzZ2LLTsWzmzgzjkhCKHDcZ9oQ/plC44GFZ5WNUFJT+ypbghaFcZMA7RKED4LwdoHTfEDKEyJHF7agbpSicl3d0a3dxcJgoVOg6NZ2GED35WYsIfHEtFUQ93hBhJGJdD4dB76ww04RAVjPx7Ehlv34vKNIMlgoPZYM+X5KgYPsGCR/Qx/O5v1Sy7w0NejeO2arWR0DmfwrNSL8zRwajI/ry/EeciP0armyLYqDu+tpO/geHZ9Ucxn847wxJYRuKq8fHH7Ue5aO6idqLutZ9zcDG55tQeBQJB7XujDO/MPEQhKrFubz2ufXXUJUS995ThLXztJi+xlcISBg5sqKFh+hjU7p6JWCHz+zilOVc8D4N70Hxl1cyrD53WkrKCN+hIXLV1drFmZ/xdZ/x/jipF1aJieuA7tOeKCKNDHhqDVaamqtGOyaWip8xAXY8a1tx5b4uV5EjVGFW1VHtQWLb4mN6psK5LHiyo85JLoclJABK0OydGCYDQhuZxoQkLa42/oDBfjbyiUShwVDXj9WvxninFWytgr26je7SB43sL+6/eSIhvYlLOZ1JBUMh59hmiVDeePRxhidLH1aGd+uPEgickSxx/dxFlnCGvLztCa041H1ZVoUvoi+GJQGC0Qq0NhikCniiJkhIV1958iPaoFv1tEVMr4W3QkB2UUAqiNJjrE6CjP05G724vod4DsQFBUoTKomLM255J5yTvcwMvTdmJv8hERb8QWqUdnVCEcaSYpJ4zk+zIoy2/j8/nHWTh7H3FpFkbPSWPsnWloNCraDp6kcfXPJD17N4aMFP4V/M4A+d8U0v2Bdq8AZXQPQlMOUWKO4dyqGhJdBk7etpn6YhVqORx7lB5rYwNxWVa6fDCd6HQzWpMaaE9A4G300pLfStAvsf2hozSft6MRiohIr8EljSMsw0JGzgsEp+xGH2UiWPd3kItQxTxAoKYCebcXzj2J7CoksrNA4Ocz1O9XoLSFkJqiQDV6KAlD49Dlfo6g7ojpxvsQRT9NH0/g1A4X5a8fJimmC8khn1B7aB9KrYL0qV7wuLFGiRiVDqTgvdR+kkvcSw/C/ulgHgQ1hwgq9LQc8RAsrGfKgAwmv9kXV2EsCS8vJHakmS8/H03mhEz2rKpFig7hq8kHCe1oYfoLXflu3gnu3DKET6/ey7QvBlGw+CxLs1ejMhm54fuhmGMN7Hn8MJvfPMdDPw7jozsPMur2DAK5LrY9eZZRL3dFoVDw3uuHacBHfKwBVYOPF5aPoe/geLZ/Wsiy+4/xxJYRdBoUCYBKp+S9CXtoUYqMfyiLmS+1Z03/4LmjmEO0JNjUlLf6SYm1XULUi586wrfvnaFF5ePWuTnUlzrpsrWGkBExPPvsbhrqnThafYyJ/QKvWyQCHa+/foCX3tqP3qAi0BKkV9cYDK0q3E4/BtPvCwJ/4b/HFSPr1LQQDm+vvHhYRJIkjCY1VZUOLKFa2hq9dO0ZiccewBitI+j/1WjmdvrRmlXYqzzoQnT4mr0I1ggCDjdteY2IPsj/MpfqWguH/3aAflaZlqPnkDxB7K1BLrxYTJEvhQsffsH80XG4er6PJiyZlTnbSE9KZURaHaiNlDR3IqgUMGcNxmrUULIphT4PdSQsOZOYDIE4mwWVxYIgCAz5zfgyX1rExIrzqEw6qrZI2JIu0CBU06FbCLTGgSkaTJG8l7YRQ5SOUc93xpZgxBimQR+iQW9T09biw97kIzHLikbTPvWyLONziHjaAlhjdQjKXyXjdUvy+OTvx7j1+e5MfrjLxevHvytjd8FpsoaEMeDp7heve90i6xblsfGDfD6ff5zwKA0T00+gGj+G1JSEf7l+foefzdN30HlO5kWdtRTRk/07wvj4862YrVr6TJzNtY+kE5pmQaVTtvdfknFWuWi50MapT+poyHfQkt9Mzx57KK8aii3dxm1zdmK9ugvhT2ajVaig4FuEvs8iSRJt2y0c+OwABcf1CP4Ybp72E9LZW1CoNagtYZjTvQhxN2DJFrC35hP76nMAFF79FskZfqTzR6k+HODoXhXlf1uNJEpYrJMJRpZgjDehVMcQkRUk5fmnAXCv2Y5GrECNEYVKA/Y8JJ8PDAlU54cTK94PhhjaahMoOxmBYWBfhHVFnL7rQ5x1frzOZJo+LSF76hQqi11MfCiLwKlmtEIV0cNi+eGu40RE6/hy2gEG3p1GzuQkWloDHLjvKJmJAQyRWhSCgiGv9cXlOMono7aSPTeNkuWVTFrWl+MfF7L54ZOcD/VRXNjComVXU1dl5/6stRQ8c4b6Cx7WvZLLMztGktY34uL6RfSysFtbT4bfRlLndl/t1iYvR3ZV8dD8vmzya1AoAjRVeS6S6oIH97N2WR7Ngpfb7u+BKxhg1aY8umlDqTnZzPAbUhk2Iomdpwt4/acxJKbbeH/6ARRBmYfXDQOgh/VDFh0cz9Teq/hi4SnmPnN5GIC/cGVwxci6e68Y9mwqQ6kUUKkE6qrs2LQC+fvqkJqD+B3VxDWVMDylGPvnpejUoWy5dhXhapGHO64nWd9A2LmVmK0B3JIJ8Uc7TTXZlNyzDq0tE8eXufjN3WlulDiomErXTAXaUD1mi5mOEXreu/EAL3zcmz7Tbr3Yp99mDez1T79Ft58Nu47T+86Of2p8CU/cg/N0HkG7A0GvQ9u6m/DjO6jZZsWWUoj27CpEzCjkCdx3cDyCUqC+wslXL53m2JYq2hp9aLQCKrWA2xGgY04Y9380gJQuIegsanQW9SXtvXfPQbavKOLNnWPJ7P3rn/LrpWfZ/VUhfVND2LekmP5P5VzU+eoMKm6c35Ub53fF7xfZvqyIz9cFOf9OIc1PnUWpUhAXb6FLt0jmDs0kbVw8puj2DNXH3jhN+rRUUicmAyD5g5T+UErNvs6MzVEjZMXQZXA0tQVOzmyspS7PTkfNAcoupGKKMxGiLMZo89Hj9mmEpHWDZe+TteAVADzffkBp7RkOvROg7ESACPpxYs9qpKBM534jqGmpJa5HBpn9B2ONXol6xnIAAt/fiqwdhGyLQJe0E4eiGHnvGPC3kNinA7VLWzB2iEaMSOFQMbxecA2mSB0Fj73K1lMizpBOeBQxyK49fDlqBy3FDmwxV5GWVEuYxkaTJ46P7k3injGHCJSWsuKlW5m9fRCms69Q1OTndEEXYuqLya004rd4kWxx5P7ipvuMwaQlWlj/YQEzX+lOY4qBvM9zCe/ZFb9ZRfqYKA5+XUH58WbydtWy/L5jzN86glMvneXTrhuYc3I8jgo3Z78pI7WXFVN+G1O+7MuqmYeZ+EkvFs7dR6HDweozN6FSCcQl2UCnokGoYMOLLuZ92O8Soq4oa+Oqnl8y+4HuXD28I8+M20pzwEPXXtGEKbUsmbqf+d8O57YpGzBa1Gz/vpjEdBs7vs6lWfYy7/G+OP1+lr5/kn0n57Dmyzy2byzmztk9aGvyso0LHDtQzbb1JeTVNqKuhseu2oKzzY9RoeLpnpswuBX8vK7wL7L+P4RC/ueAHv8FTp+qZdaIlTweZeRgwMvVcU5qRDV5hUm0SSKmhAoenSGisFhRG3W4FPE4vdEoQo0QZqH0+R9ITTxDm6EbXV6bg8bwn71HFgzbQdqQCCa80PVflmtsdONy+RGP1VDw4XHGbp3x3wyb/K/yOfrCERJGxJCatY1Nn8Vw9Xe38tac/RSdaqbr4CjG35VBv2sTLvqIe90iHz18hO1fFREeZ2Ta/GxGzeyAIAg017p58pqttDX4eP/IeEKj242Gsiyz4MWDXMhtYtGyq9HpVCy4eTvj/t6VTjmRf6qvdbVONq0vZMVTxxmttaHxBpFFGZVBicEk0/UqmU3N4ehEEeFYNd1TvAS8XvbmhoDaQqjZR/+cIvSTZxLVyYzux79jueVR1MnpNG89SN3a3QTHzqRkTwNte7bQ2NgRZ4OMVuvEnFVFvdSbxG4h9FEvJv6xd7BE25B+eRk8NTjT3mLPtnKGaG5GK/YHex2SqwVFVjPqGBOo4xEL89BkvwIRQ6j8YD1Bh5vkJ2Yjudt4OGk18VPSiamtx1ZVgd2uwOcLQRuqxiBX4g7rjE7w88WpakbM6869z/TD3ujl0S7f8uzdZ9F29FNc7SXF24TBLHL3umvJLI6mY1gNRSUawkamoVAqsCUYMcfocDX7OP5BPhFIoJBR4qct2kK3KR255ukueJ0Bvp1zlNy15USmGpm3/yoMoTp+mLyLikMNOO0SQ+Z3YfATnTn+9lkazzbT4+85vDdhF2clJ736xRCnNXLLx70RlAL3jVpP/YFaxk8N4Yvvnby1cQzdhsRcJOpZc7sx/8XBvPbkXpa/fwqVLPDEgiGsevw0j38yhF7XJ9JD9yFRYQbGz87krud7sXH8t3jNJiLGZLFw/j5CrEbMIVpa7F6q2pwMGJKARqdEt7mStjERKIxqGk/baSl2Yxloxm73UXyyiT5RsWh1AuU1dtbUTP+v/k9/4Y9xxci6ML+JWYPXsLNyNmqN8pJ7i589zPE9NSzdOfF3n5UlmUMPbkOhhPyDTpTR4cxYM/g/an/R2N1EppuZtqjHJdcbG9288eoBtmwupKbaiUrVLvl7PQHWD20mJEaPQqtB8vgIOl0gg9KoJ/qOSVj7Zv9Ba5fC7/TzXa+VhE5KJX9JEadFmexpHbjnvX5o/kXoSEmSWPNuLmsW5WJv8mEJ09La4GPwDUk8umzQRXIPBILMv3sbRpOGZ98c2h4/xOHn9vE/8vJHI0nN/HO58SRJYtviAlY9fprFjTeg0amQJImm83aajlbgLyrg5WV+XHUeJvWzctOGa9g1cyPhvWLo9VR/JK+f4nmPYXvjZXZuL+HIp99zY6gJ0atEdHi4UKOnxptKWAcTYb5fyLoulbS5V6Eq/YngubVopn5OfbWTvNf/Tpt/GGKxEVyl1MRfYMnP6YRHGZg+6iSzRh5GEd+blopJNO84ReZ77XG1vTv6oeo8FVmow1t+DuGIiCKgRHRrKCwO55uiqyk/1sRdd2Rw4fsiYkI9yBKoFD7EsBjMMZBbVYPL5+XmXjVIfj+ulBaSR9sRzElUfqTCXy7j6XcDz35Tw2gxnK7XRVP/1W4ko4EGfRz37hvL4ZVlbHk1l6xR0Ux+qztBX5DV0/dTuKWGhyquRx+iBaBkVz1fX78HjUWF2OIn48ZEBjzeifs6r6dG6eHrMzeSkNpu5zm1+Bx7P7mAO0TPyV9auOm97ijyReoKHFgyjax87SwEJe4cWYPipht46659zP90EPPu3nyRqF96bA8rl/7C5hMz2PxdAR8+f4z0tFBaGrz8cOEmBoZ8SphVR1qXMM6faSQhXElYnRGlWkFAcvOLWcQUpsXr9uNv9NClfyK2cD1162rocEMsyf0jqD/rYOeXxSw8MI7QcD13dF/Lve/0Y+C1SYy2LONn+6w/tRf/wn+OK6YG8fmDhAT87J23gW739iWsW/TFe2WFbUQnmf7wWYWgoP+77UqLzrUeFqRuwO8V/yXR/RaD7+zA4Td3sn+TlV7drbQWVDHp0WNcyG+me88YHntiIJOndLqoKwYQ7U7c+aUEHS5UoRaMmakIOg0tO49QvehrmlN2k/DYHFRmI1JAxHH0F2RJxtSjEypD+wkuKSDStm0f3fsUcmiVHU1GHKNQMuOTQf+2z4IgMOnBLkx6sAvNtW4KjjfRbXgMun/6qvD5RO64cT2Dhifytwd6AlBX7eS+qT9x6305f0jU50828M27Zzm2qxp7c/tpzgjUJFqtPLpl+MW5FQSBiCwbEVk2oCsrX4BtU74ga24WOrOW8G6RrPu6gm/Wt9BQ5kQwRLO10xIiosykKqKwq1X0eGEk1uwEui+aguGh+xAEgeLX8mgrL2LtvFBqzwhEJoby5h0foNIIJMUn887SBdTtfYvYAVOI7B7O3Re9WGYj+RuQ80Zh6jKZqqW1nLvzSVKf+RExVo275FuMST3RJY5COrcOKeRq1GIAa5OS+Q/amHGznZ5/S0Q+to96XwaeOi9KhYOyMhgy7Dg3T9WhNR1DPeIzNDExBIvnIoe+QuEz61G6q7kQGISU2+4vbIzQ4mz2caYqkn4DvGiq8vmpRz5iEMKbtJQvr+ajlSfR6rVUiFCgl7GXu9Fa1AhKgd2vnCP7pmT2Ly8lY3QMR1dX8d1X+Yy8LQNljJoZPb9n2eHrSUoL4cRZF7UmHXlVLUhCkE9nHeaRtUPYebSUs6/k8dGB63jo6k0UVGi4fVQoBXek887s3QzuHUu81czMYas5erKanbmzOH2glsXPH+HBF/vzyTPHiU0xMyn9GyRJxtHk49DBKp5ePJTSdy8QflcUM17ux5wxPzAkM5Sn3x2G3+Hnx35fMmXNOAAWHdpETkYU4RlhHMz3oFeoSEi2IggKrGE6aop/TUb9z3FD/sKVxRWTrF0uP5OSP+buEdHIhY0Y48z0WzweY4KV6zp/zaxHunP97E7/viJg6VU78bYGuOvwqP9o4Q/e/AFtDa106KbHV9PK7s5D+dsjgy8h6D8Lye+n8u0VOE/mIRh0SG4vqhALKBSIrf+Tz1EBkoQ6Kozw64ZzZkUTok+iYLeTyT+PITwr5D9u97d47am9WEO0zH24XRdYcK6JR2dt4am3h9JrUNyv/ZUkNi6/wLpl+Vw41YhKLZAzKIaJt3ei/5gEVCqBt8NWcn/dFITfce/7Z5S+vwHXhSo6L7qTs2vKeG/OYcbM70S3UbGE73gcw7V/Q5PZi7KfCjj8/H68t+Sw/WApd4SsYcVP/aiqM9GtYw3X9SvjQst0EvqE0id8LqrpW1GpVAQcCwi4VyLZozBo/oaQdO3l81+3DLn2bZy+xShCitEngJB7gR0vGsmadQjb4FLkdbFo+jyOVHkOly8TpcXIznMmrprRgR+7r6DHc0OIGxKDZ81nKMPC0NWvxTD3M9g3HmH0PgD8pQs591gjdc0Cg2+oQnTYEc1uqmUdBsGHxqnhp2XDSUtQIFkjacp3kdgvjMKfm0gcHk3tuXrEZicGVQCHX4kroMQtCohuAztcXhqtMmqHjFIh4A0BqV4msacVo1lDS4mLqgoHvTpF039gPD1nJ/LQjC3ofEqULqBZIlfbwjX906g+2Yq2FcwCNBndOCO1BKuDJGRayctvotfAWDbuLeTtD8bwwj27WLxmPP1HJnByXzWPj92CVSWQ53WhQkFMjImNJTP56IWj7Pi6kOsnZLL2x3yCHh8T4iLwtfmRXa2caWgXsNpEHzVqP6ZQLWq1AB6ZT3+5AUuYlr+P20xyVgjz3urLNeFf8unxicQkmf/rff8XLscVI2uAcR2XM2l6JrOf7cWZl/dQtjqX7KeGMnXOfnbXzkZvUP/7SgBRlPig588ERYl7To/9Xd/h36JkcwGen3/GEBsKskzCPZNQ6rX/7ZCQvH68lbXokmMvOR4uBUSQJQTNr65KfruXNX1WoM9KRELJxB9G/ldtB0WJuZ3WklfbTPbAaEbcmMKXH5zmrS/G0DHr12zTh7dWMn/az1hDdQy/IYWp93QhOuHyP8ySDj+QPacjg5761+od0e3lxKTX6LHmCUQ/PBO7jueO5eDJvYD/6AZ8DiWeNj2r9yfzS1BHnMKFfUgCcyP2EdWnD3FTb0RqrUBcMw/hpjWU7KxD3PUECVk2pBYPsqeZjbu60Kl3Ed36liJcu/d3+yFVv4Pc9C1kfIAYWI26uQdSwRc0brYR+vAreJY9ieH6m1FGapDdHmiqx1dbjlzfRvF2P66WJIJuiaAooo2yohRbSL1vHNYB3RAEgaDPz+opa9G5y8ie2Y3YHkDdKaTqE6j7zgJPK7K3jX3vVVFX34+4blYunPYz5oVObJqxky6vD+CJBbv4+odJ7JryPQGdAU+KBbHOTVO1khOnm3GnKWkoc6E0Kyhx2LEE1ViNOoJBiaAog0/Cr5DxKyQEFJgNGoxaNTaVSFiLgM9jQKUSUCtAFERiYwSicfJI8VyutnzB+uaZ9Az7kNNt8+hoeheLUstnmybQfUAs9mYvt2Stplu/KL7Zl0u3TpEUH21FKyj58sgNvHn7PkpONtI7J5b4NCsZKXpscQasySZsaWZsKSYEQWDBtD1o9Sru+XwADVUu7u2/njc2j8EQquXVObtxN/sZOC6Jb94+zbPfDqfPmMT/Ztv/hT/AFc3FY4vRYxdFBEEg5+lhJFyTzt5Za+kTp/zTRA2gUgncfXI0i7puZtvjZxj7Zs5lZUSvSPmaXKp/LsJT20ag2U7MQDMxfbOwDcq+NMbFfwFBp8HQ8fLNJ6gvnzqNRUfssAT8rgCFu1v+kVDgz/ejocTJJzcfpOpsG5IkAzIqQcGQhBgCbgV5Lx1iya4pxCb+mtJq66oinp+zk2c/HcZVU/+1Z8vUzSP5esRWGs62cv3K3zon/gqVQYcmwkLrwfOED88m2uah6u1P0UaHIQYTCQoiHd+9F23KZr5umcLBGz4hh9mnOAAAIABJREFUaXIyyoJC6rYVceDbnzlz0kVGl25YFn1Mg8JIfO8kUlLzEEIfREjO4oarh6GpjYOhP/xhP4TYBwg0fYPPPgNZAd7QHxA6KGhKyqLxncfJvDYXueFZ8Oio3m8iOjGCHe/nENYhmo7DZfJWeemz7BaO3PwhPT6+jeLnP8NdXEfIIAHJ66fw3pdJxkeXWxpR6QqhyIgsBVAILmRPG7JCj6wzU1OmJnF8IvXbijCER4BOyWm7h9PzT9F9UBSzb/mRbqUCV01JYOTb/S/2f6bxW9bkTuPq2OXc/15/Pn3rBD16x/DEoiGIosR9s3/i57VF3NvFS48Xp/HVu6c5sb+GtjYfsjqAqBMplbyIQYn0UBW9WyIRrGr0nhb8dj9IMrmrK9AHFCx68CAGhYrlO66nS88oWhu9zOqymgHXJjJvQV+OZtQQclwgNqijSennzkHrGD0plYzJkSx48xCnNt5J+B+cgA2LM1CR2waANVyLbA9yU5/v0WiVaLRKIs16TmyrxqUNUljSSh/+Iuv/C1xRsu6QGULuiV8DkYf1iGXEyuuIfegT3CV1GFKi/nRdgiAw/KnObH3iV7KWJImSb85SvOIM7moHhjgzkQMSyXq4PyGdIlEo///XlWnD9IgeJ7Ik42nwYojU/6nn6grsPNdtC/1mJHHfxiGYQtu/CrzOADuXFPDzgnxk0Yg28Cv5f/PuGZY8dYQFP4yl71X/Pq1SWLqVO3In8EHKmn9bttUdhrVVTTggKq3I199H4thYavb8woU311LyXD5KQeLz9O/Ar0K2r0MfK+O1tRGVXsktdxqJT96CJmUFcs3jKMxjke1nUKUMQHIcRx1Uwej1/1LNJRX9gKJIQh/zLoqjTyD228Dphxah6n8d9QW1dBnwq/rk67FruWXTUIS4PJo9MqqcFMTla9HF2FAoFCh1agSNiqDDQ9Drp+ChdxBENyEJTjRjX0DZ8CEIauSomxE33kvbznMIRjMKo5kGnw1tcwClSsAQqiHgkDjllVi1dQiBNg9VZW3sWFLMT/sa2HHXNpqrPSi8UC47SQhZiEWl5a57NiIHZCIy2glxZPcveCS0jJfLHsP9wj2oEkKYd2cvmsa4aKlwUXm+jZCCM9ilSBqbXGSaXJT7PBSe99IpSeabnJV0lTVse/w0aZKJ8gutGNEQm2Bm79oy3rx9L0MmJXPn672Z0WkVfYbFMfelXjzcaQMBj0RLwEf/SUkMHpdESUkrvbp9wrHTd/wuYYclGDi3qw4AjVaF3SLxzNvDGTPpUuFgzui11JQ7Lnv+L1wZXFGyTs8O49iPJZdIlJZOccTePJTz85fRY+Vj/1F9XacmsPbOo5xfXUzL1nM0HK5EF2kkdUY3Um7q+m91r/8beJu9lP5cSd2xRtqKHXgavYgeEUmUQZZBoWjP6qJQgKBAqRXQmNWEdw2l3zPdqdhYRP93RlK45yDu/4Csv7j9KH2nJ3Hrx5f6qepMaq7+exZX/z2LzY+e4r3szQx4KJ0fj1SQd7yBz/ZeR3pOxB/Uejm23X+UiM62P7zvbXGz/La9bN8q8+k77RJSTFcDr0/biV1UoFQqGJ6oJ1zjJioJUkdH0/PGQhR1lQhjXkXOH4UiaTyy5xSSOxrcBwEZDAOg+dP2Ruq/QmHt/4dELflciNseQ/CcQBEdg8JdDGoLKrEU2afClGCmfFPppfNkUdNU4MCSaKTqYD3mlFCC/0hDJmhVeCqbENQqAm1uTs5YiClKJnXJi+Q99AhiUx1CIIDsK0ahzcXdCs7Q0QRa3QRq3YhyM/W7DxEdrqTgcDMRbefI0erY+swZBMHHhm0N9BsYRVuTj37DE3jq3u3szb+NwcmfUdb0wMVxvvHcPg5/eJ63Y78j1KQiygQhoXq2n0zn4IDtaM0qDDYNxlAN5igdnTPLUQwbzLvPnUPbOwrflirUFj1Y/IxYOp76sXuY/NUAjk7cxgMLB3B69FpKL7Ty/oMHGX9HBtMe7cr0TqvoMzqev38yiMk532HppiHyFBCUeWTiJr48OoVFi69GkqFH9sccPXE7UdGXOgNEp5pprXTz/VOnaan0gF+itenyGNbh0Qbqq12XXf8LVwZXlKz7j0nk7ecPIYpB1P+kJoifOZyGLcepWLaNhFl/Ln5AUJQ4sDAfOwHenfczc25JYdSmmRii/9ir5H+Lko3lnHz/HE3nWpAlGWOMAWsHC6GdbFiSzehCNah1KlApQJSRZBlZlJECEn5ne8D9ih3VrOiyktBYNbHDEhE0h3FUugjv/OeMjJVn25j5Ya9/WWbsmzl0n53CklHbaQh4+aly5n+UVfqnOw5SvLma205fatCTJIn8L86TuzQXX4MDfbqFFzeMxRzf7hWR1c+AGT0T1k1EEATK776b+Dfncuq1I3jqnSgT+yIVrkVQhRGURWR1R2hdhUKbgew9jkKdBGhBcrc3aD8EHd763T4Gy44R2PAcQnQARc5YFL7a9qQRaiu42zOSmJMtBH4TllMf2m6wC0nWULm1HqFtP0ZrI1WfrEGjdlL9zme4693UVigx6GVKxCx+GLSHa3rpUeS/ixweSnOeFlvfWl59bBYPrQvF2jUetc1AoOkcR/JaGD24IxXryun/1XiWWVfR+a6OHNtQiUgjHUbF0vhdOVdPSuOxu7ZiCdGi0SqpqXASl9SutspIDOOATkeNSsNtd3ZBsbsUf4uTHhnVTNx4NyqT6R9zcBhlUl8K71xH3Dgbwjs6RkzP5qutLoJeO1aDn9oCJxqTipYSJ1qDklNbqtHLSpZ+eJJidysx5fVMz/qeAeMSeHDJQCZ2/pbYJDMfbr6GW7qvwZ3vRiErmNnne1aeuZH3l1yNXqeiZ7dPOHhsDgkJ1otzG9vRDC6ZC/sasEbpCFPqqat0XrZ2kbFG8k7+leLr/wpXlKxDzHoi7GpqipwkZl4qvaU9cxN5D35K3IxhlxjqfouirbXsfjWXqiNN2JKNdJyTyJebz9P7zTFXsqsAlG2rZOd9B5ECEhnTUrnqk8GY4/93L4M+83PYct1KQtPanw9Nt1K0rpyUMf9ePVFX5CDgDRLTyfpvy0ZlWXm2ciLTwldSfb6NDjlh//YZgI137yS+aT0Z16poXHiBDZ7eRPfviOP7fJqP12OIMZA5qxNZc7Iu+2KJGRRPxcbiixKi0mLB88svRPSJ5dy7hyF8HAT+QcRKMwTqkQNVyNppeGs/Z8tnU4lq2UnG5AhMlq6oDAo01gG/28/A5tdQDbsPQbMNpFbQRCB5zyPrfCgrfsQUacHc+CLhHULwVY5ofwHIXq5foEWXa0Srlom+NQLO+TBGJ+KraSRmbCYaixp5xw7yGjK5aeut2F5ezpS1N+L+bDWKmPEoet9Aw+rPCJ1xC3rTWgq+PY3S5UWWZEqPmAjGK4lKNmFvbk/rpjOp8DkC2Bt8aPVKVDolzhYfKpXA/5jsDSY1pQWtxCVZEEUJpU6BV5Ro8wdJHxCB84gGb2UjglZLoLoWVXq7WkHc/ByMehylJoBv/7folZFsmH8CS1CmNqBEEP18dfNBtILIHXN/xClByJOQolBTdaCeEFnF3vVldE6O5IH3B3Bdp69JzQrl/fXjmNV7DWqdknXVNzM5aSWtfh/Tsr9jS90tvLnwKnQ6Jf17LeXoqduJiWk3Ukeltb9sntjVLmgVDttI5blmCnfVUV3nprnGQ8AXpPJIK/W1f6lB/q9wRck6PMaA3wS/nKq7jKxN6XFoo0Oo+mo3Cbf+6iXhqPVwZEkB59dV01zkRGtR0em6eKZ9PxBDqBavV+Stpcfw+8X/lQve78FR6WTTjF20Fdvp92wPut6WeUXq7f/WCA7M/BrRK5IzL5Otdx1CXBC8GEfjt5AkiX1LS/ju4VOMvDftd8v8HgRBIDHLysEfK/6QrGvOteFsaieW5bccBjnIfUunYclI4Oz645x8vArdzlIGTujGlA+Hov8X4VUj+8Xib/31s1cVHY33wgWixk/m+NO7QHIiW72IFU8ieUXalr2GX9CwZaGH7tNiqM0N0u/GPXi00VhD70QsW4TScRKlufsl7YhnNoAgoOo8GinvBxBMtFV2pO2XAqLH16KstpMxbygKjYXBs7+FkFdRqOJBncjBV/NwNXiZurIvofYa5LZKnE1byXhrBhqdRP1rT6EziLh9UUQlmKn/R5sNLVEIX25CvfUsKlsmgRYnbklJmzqBxkoHUhC6dlGyLreGuDQLbnt7VEe9RUVzkQN3hR2jRkHDiSakGg/Lhm2jp8/IuMTlOJp8TJ/4AyqVgEIBWrWSrIABo95DQ1ErJr2Gunc/BNGHr64J/T/IWug+DXHvYqwxCpSOJp6fc4HSymwq8yLZe0JArZW542kTlefUXJeYQsEJHzHdQ3CXtqEL1VJf4weDwMotxYxJWE73obG8/f0YZvVZC8Dnhyciy9BxVBgHd1TgDkrc0Wc1993bi85mGx3jbAzp9Bn9MuNocwRwOwJ4RR/drEsAiAhq6YKJD7bv5oLgI6VDCCq1gla/j3Lf5RL3X7gyuKJkDaBO0VBS3fa795Luu5b8J5ZT0xJK7k+tVB9rQQpKRHW20v3WZHrc1gGd5dKoXTqditSMUN577QgPP/P70tifhd/uZ+f9ByndXEna5GQmbxv3u3rvws3V/HT3MdwNXmQZbCkmhj7bleThkdQca+L0smJSDQewWdpQ6HRo4mOxjR2JJS0Za1YUp5/YSI8FE9CHnWDvE8cYvrDvJfX/sqWaTa+dp/hwE5YoHTe/14MBt/zriHi/RVy6hfLcS+e5ocjBj4+fJXdzDYJKgUanJCjKDLyjAxNebnfXKzlYz+1PlPPIU32Z/nCPP+WtotKpQKHAW9WAr6iIQLMT1/lSqjcXk5LVjFgyGEWncJAqCZTloMGGLdPA7CNDCaxeSfbDOSgKv8KV2pWNt5RjUg1l5AP3I3VbhaBpNzqLBXsR93yAeuKryP4m5MZDoAog1h3BHA2qZi9ih54o9DJysAgaZFR574LoBMnNyDEq7KcSCHz2Kqg0oDYQEh1Fy9FCFAdWoDSZkEc+gnfVEaDdm0fyB4hINiMnpqAafCf2xetp2nSQDjFN6AwxZI2x4bUHqa92MEjroOnt9fTWBdkyYRU2v0judyXEx2lRtQgkdDTxveRn0shomk6W8OCCwSxcfJBxA9J56ZVfhZOXIz+nQdVColiG3WpEndANmssRaxsvllH3uRX63Ip98btgs6GNcpMe70YdHsbRszV4/GpkpwtDdAzuOjeGcAOOGg+WaD1tZU4UJi21BXaGd4lmZ0EFwYggszuuoq7BhRwpcW38B2R7LRxTOqlVeYgX9fiK/ex66QCKPlFkpIbRs1pLvNlCxv0pxCSZ+WjeYZacmIAgCKx69QxbPysie2osrsN1LNrWHld81LAvGTPszwsdf+E/wxUna4tJQ0Xh75O1tVsKcTNHsOOJo1h7pXLN/pFE/IlP/7ETUtm9rewPydpx4BhtO/YRdLpQqNUozSbUUeHoO6VhzOlMW5mHA88cp3JXDTH9Iph56noMUZdLkpIk8f2N+ynZVsuo13Pofkd7bOHdz/3C9sdO4mn2o7Woic0xU1Wgo+NHYwg0t+DNzaf69XcRtBoypl/H0SePUrujgFEf9uPA3B+xV2VxYkMdx1aWU3K0GY1BSc9JCfztm/5Yo/+cAfK3yM6R2b3kPO9NbZfaC/ZVMnriPoLOG7jr2z6ExOjwt3rxNLhw17lZ/+hhCk63UbSziXHxMfjWl3KsuIikm3oQMSj1EtK2l7RRs6eSgyfq2XagiboKJ+NziqhZ9CiKYAqa2GiM2X2JzOqI65s3kPkGTVoWkiShql6NWLQFZUQ2cmsJqPXgN0PQjlo7kPghu+hx5xIUBfdD7l2QswYxbxvi9rdRX/s8QmgI7BsPEUORonVUn3CTdaMNWTMIybccQRJQKCPxnIzHePMsFKZk0CcjHi7EY9+M+tmnkFpaCNTV0fL9OloXfUFCRyehw/Xo7PPplp1K+f37aWtQUPXIXAQkcsvDSdi0EIVWh7O1kaxYBSqfHX8VhOfEkDUrg6IBLfQ9cyP7wr9nzLopXJiyD71FTc7EOJbff5zhT2bz9munGfJ0F57//BhGq5qEFBs1vzG4lXllOmfp8Ne3og41EZQ06CLCCTQ0X7bGSquNYHMz6ngjYn05NpOASWPG7RFoPFpGIFhPaZmW0jozHpWLfJ+SOEHAqVBiUSgw2pQ4BCeG8woGRkgY+ofgsreQ+v/YO684q6p02/9X3DnVrl25qAKKLBlEkoACitqIAXPOsc22sT2G1ja3sc0JxQwCklQUQaDIORZQOcedw0r3oWg9tKfPvb977PPkeNx7rjDXnGusOb8wvmN7I9W18sTr1wOw49mVtKzfTa5YyUdKiNc++AMr7tpC4+YOTjm/LwCvbftFKsIXcmDoJgUlHtYs6fYjpFI627c1MW/h7P+v+fw7/u/4zcnajULt1v+arAEKz5vIlGAR5bd+y8HXDAJPntC9cvtvsGpFNcUl3l/9buo6DU++QrqqFu/kcSh5IYx4Ar29C62phfiWnbx/9ia0uJ3SyXn/kqQB6spb+eysn/AWObml5vSjVvhTHhnClEeGHLmmyerz5mIf1QPXiKHdDaZOBiCy8ifaP59HcX+FXY/OpbishU86c6kfs5AWj5+B0/K49O1jCfX8tV3cNC1ikQzxrgyJcIZMl0ZnfRKzI0O6IUl7a4LdbQmirSkGazpyrAtbp426RXWMHFjN8IE64e1FuFrr2XRrFbqg0BIR8XrA5THYG9WxFWdx7KBOOHYk/aJzceadzL5n5vDajAHIQQd5IQN7uAvJLuHMc3HcFe+hlD7G6BOL6a0+giDlIPZ5CF3XoeEARnU5kpwi8+2fEdfGwNRBtBNvyMfj74XVuhM8+Vj1WxAQUTN+cvod5vNLV3DOu09grpxG5u0ZkJZRZj2B6FWh/GzocTFS2U1IwJAbMpjJNZjxrxFqaqCkHxYR5NGtWLvfQxAyYCQQmiVaK8Yi33gjyDKWbCPaFASXl5QUYtfbSfrcPpAvD8WY8epFvHDLLu59fhr6lp34v1hF/3fv/nks2q/8Em+RAzXXjz3LQXBgENOSjtqF+fMdtByKklvmIRU9uuCFx69SWxmhoMjDpo0NR/23XOrkjpNdaPUH8RelCB82UYo7+W5xAatfWkAinCGd0DF0C9ESeOTyHeTF49g9MeyudvpPyUU/EKR0QgTB14PCvbsYO+QU2lfuJ/+8SZT/ZTuj7x3GT49s5+SnBrD7ufUcc8soDvy9nAEX96HqnbUUDc6lbm/tz/eV20tFOmjh61nGKZs3suzL/hSNyOLAwvr/8l3xhewYmklhTy/Rrm5T2w3XLmHosDy8Xvt/eczv+J/jNydru1shVPjf12IrmtaTkxfNZOOd3/DRxNfxTh/FSXcNx+n/tXD5bVcto6YywifLjv5ip6rrqH/8RdSCXAqfuJe2HR2ED7aSbhOxTD9qoAD7RA8zT3Mx/4065i1pYtWUFVzx0ih6D8+ifn071SubqStvp21vdxLK+LsHMv7ugf/yvju2N7D+2q/w9s1m9Eszf/7dsiy0uIbUbzjem49BWLuBkpKDuEv685S8ikyoF5oRwe/bh/bBQva1SoQbPNSEYdG2AmyCzl49StIAt6DgsknkOKMk1RA0JJk+qpivd1TRd3whhdEIod4+JHcJckUXx/9lKLXPHmbEnFvYeuEznLL6IlZMf4chf57Aoqdr8RU5yTvGR/3rh/jjl8ez+tQ3mPJQLuF36unqV0qx/VumD68hFfgDA04tILfsl51Osu5p8pqaiWxoprLKi97VTrTqYTB1ysYdQCksprF1AJEKN2Nfm43oygbAuOkaLE8POLAAIdgbq2otRqA/wsb7yBt0M3Vrmtjxp1vpe5IHtV8vDKMf2uHNqJlXEPrcilDyixKiIKhIzilIziloG87FUrugKAsx4YLAsdB7Cjh7oOoB6p75hDFfX0WmK8XXk+dipjKMvLQAz9ABtD7zDe5hV9EQfpeUrwBvXi2drSkEsZD9O/IY/Z/ncI6LVHMM74B8Uh3JI/cBekZHlAXiLSmyS5xUrG1F1TPIiTQ7/74TFYv5567gmA6DeX/eiUMX6JsQucv5xZHOwEU5MvbUag7VluLKjbJzd0/KQgG2Hi7gnEcGk9/bQ0EfD95sO4nN64ks2Inn8tswVz6AePJt5FS+zuF9+WT3jyGPPpbGgxtxj8ijZeF2fL08pCMa/l5uMhENd4mfRDhFQ8SgqyXBkuUdNO9O0vbGAQoa4swd9RWhwsOs3eTgvmENtO92o9gE+mx8EXX6LSTDGbbMr6WtOk68PcNJd/TH6VfxhmwYhkVxmZdEVGP1qhoWf32A3ftv+G/f+9/xP8NvTtappI7T8+tsxUxzG22ffU1i5z7MZApBlikOKWSFBLatcvPE32pR3TI9jw8xeHYxg2YVkkhpLPxsP5uqrvk5RM00TSoffQOzYheCTSVdWUvlLU/Q0pyDragQJdBd0y9e1YEWSaGFUwxKZBgwxCSegk03VLG0NR97QCXQy03p5BxOen4Y/mIHWkSjbWszTdUZ4i1pujrS3WLtXREa20x81RUMK8nQ3trA1MJ3MHST8102BENGVXVsdgFTT1MdDVHsVRl8XAvL1g6jzyBoTGi0xlxcekEvVr4V45xPj6XiktU8s+4Uyq9bwh2XTWBFe4J5n+/lw3mzuWrgfOZ1nEdx4Dk+/fFy/j7gda64qheB5dUoHhXv4AJ2VkbIn9CD2qdM1Cw3uinzzPCl+FMar1+0hKqwwfl2O3s+8OJxJflbyWJmX7KD8Nu7sOwaFe9sxN/LwZA7uti01c7ilw9Qta2T5soY0fY0J54xkdHOFciuvjhLBpBdOJeyvz5LeudGot9oBC7/K/6cnVT+pRwq3iTTvB+9swP/+BiGVo8Ya0IYNB2zejmCPBjB3ogaTXDbix+yY+4EZGUnetsGZHE96dZxSG4Vacwk/pUVXRp5D+Y3t8FhB3RaGPkrsOI/QDSGZKXIP/YUwpURFp+9BE9pHgOOC3fbdkuy0BOZ7uQYSaSjJUl2vpOm2hjZOU62R9JcBOjRFImaNkjGaNrZjpnJkGrqQNtWTq+SNN9MfYPcLJnXjn+XIaEw0UYPX53VRNAtcGh+Jb0dAmnNwFfgIT8tceZFPdn14i7GvHscoyYXEetI82D/+WzL3EnF1joKrhhJ1Vub6TlyONZHW5hyUa/uOW5kMNbdj1x0DVYqCb4eoCfB0ROnq5NkUsbsbEDq+B4rESO5YhHprgzlf1yOz97Kn47/lmzd4q7R3yEEJRru3sRoxaRtUzvjpm5C18/gsnvmsn7rC4zLfokL730V+7zncV95M9tveA8lbuCq+BQCAT67YxsOv0Lt1i76T8lhwAl5uHwqsixis0loGYMLzv2SJ5+e+i8zIH/Hb4PfnKzbquNMPOWXdNPIus20fbIIvTOM85h+FNx2Fc4BR2c+HTEmcHhVC+tfO8Sye3bw+WXrydhMprgk1j24C0fQRu2aVho2tjNsosDQGSPxnTAesVdPWlftIf7a1wz9y1BIpYg36TTvkoi3xzi4TyHcmKbE20iIBP6ESV6ok/pOCU97C02fHyK1PEk6I9Lc4UVS00QyMsgBWlrTuI8L4t1/GPepg9CqdILTRyGV7+KxqwvxBkyE6iqKbjibnbd+yIRld7BszAtcVDGLJZPeo+C6M4ht24ltYikFdott7x2g4MIZpB5dSNa4fojiGrLLXDiybGidKXLyXcQiGfw5dnStu5KOKAlEIincHhvNjTFyA3ZSbQlcBU60mIaoykB3rFgqbWfUOQVoa1u4aUQhXlcKqbGVgXeMIjrnCQL3vU3mzbdQr16O/vmpTJ8zitq1VTx3lYhv2Cv0GphEdVzBGff2Z9CkAkjvxDK7sAWuwow3kPjqVR66dQ2HdzZz3wmHCX06kVxToUs6ERIttHcMZt0bbmbOKQdjHsh2hLxjECUQ+xRD5feYFR9iyQW4inVSyT7ceMOpPDXnS3LLyiEzFWv5eZhlZ8OQW36VNGPs+gah5CTEvAHEVq1CakzjKjsVlBJQS6hf9yE7xi7E2yeLGZ9Np/GdBcR2VZPevwsjkabl3fc5d9AhNt8/l0Aqw97vFIqVFPG4i5+mPo4gikgOhQNdKjUtIjOGwq7dFqPK8lht1TL9zOGced5ALurzNafMO5v50+fyx3mnc/fUZTz8zUx+GPE13mmlWB0pGr5pYNAZPXj+4U1kvq5h1OQiKjd1kFAUoppJOqoT6ucgE02SrRxCj8Soe2cJWkcUrSOC17ubhe9vpS0ylN2vLeWWS0rY9+Ai+p8YIJUGedhBhGYboZm7SbRPZNRFc0j2fhlz0ZPM2nQjz+XO57nwL7vRlZOeZvKPZ2KteBxryhlYex5mxs1jYFES36jeNH+m4eqTi2UKpKIuXLW7uenOOKmT3qZuj8aLf1jFru+aObzkIN72JgYT48ez5iPrBgMHhrjsil9LQvyO3xa//cpaMMjKcRLftofGV94HQSTr9Kn4Z0z51ctnGgakkpipBKIRoUePMNEZOZSO8hJy1aLXN2Hsr6Bqm4iuhBnVsxWpn0hWQRNKIsX5F9TS1uThgnyTUdlJWt55FkFz09QqkgwPpmIHpJ05+FwZpEQc98S+rHutkTM/ncz2k1Zzwb5TeGvMt0x893h+fGgHZScFwKOy7+tGzv3oOF4e9Q33L5/KV0NfZ9Yr41l5andssdXUgOqz8PfLou1wBa7Sf6oTqZtIToVUcxynTyHamqLg2ADJmIYjy45ldJOrKItkujKoPhup9iSFI3KIx7WjnpPdJtNQF8XjVWlpTmDPdhA51Ikr34WW6L6maZnEK9sQVIibSZIZAWtjF/s1mWPcDTS8PY9EjYPay56ldIpJ6umYyWUYAAAgAElEQVTzSIQDbH9uGZbh5ZJ7TiA0cxmGtR3H/jcQ0hHYmY2Z3o1u70KvPB7RblFxMIdUVzvTzhmAr/VrOOsHVFlm01WfMds7lkD2doKhGsTsOzHqL0b0n0Oq/HPkXlHMPB2h+AESb8xDHXwyKXcR2+e0ECzysOLHB7ng0ufBXAyDemNVrYLKRZhD/4jY6xfHllAwGG3/K5jjGrGq6zBbBazmd8GIYqbjJI2zURWBSeN/pPFPi1GUOEJXgNYPGxByi/jkeZOo1Rt3fogZfypBzsnG9Ll4YdDHDPz4NrJC3c5eaUUd8y74gbPKCulMmoSz+1JjT9Im2nHmdZuJepcFSCU1Css8pI+Mgzdoo60mTvFgH5H2FFk93KRNgdue6XaMH1zXhpAxsFYvQch24FjyLsW5J+I/tIQrJ2eTONAPOeDGUZwNlR6mPDWSzXcu585Ds5FXvMCxL79Fxb3fYNoCSMVB5ONex7lrCJ5ZF2AufgHxlN7UL7f+pbSwaerdZdi2HMJhCRgrPoQWBWnxvZjeCI/3XoxP8GEc8rEgmc28+35g+WmfsL2zmHOmbWHDuixSG9o4675cxKVpSs4aQN6Ofby/9Jz/KW38jv8H/OZkLWsC817fSVypYkBJPgnBw4G3DpD1/k6yCuoR4wLhlEiiKYu0lKJfnwYaEwIFRVG2dTjZvmIUXiWLTKaFsy62sXxfMTNu6sVfn9zLn245jTeeaWRMTi6hpJ0riiNMWjSBH+9cgZTezcbVZzDrm5msGfkhk9+aRsV9eyke6KPfYI2mb1P0unQM3/9tCbljC0AQcRZ4UNwysaYk9oBKoi1Nbh8fqYiGr9CBnu5e3SJ0C0dJToV0awzF50ALJ1CCJRjJNLJd5R+ZEKIikWqNobhUkq1xXFk2Ii1phhY6Scb1o56VZJcIV4bRBIlUTRM5LRL2RIJvH9iBmrF4bvYqSkyLBbN/oo/RwpCKdWQFM7z1zTg+/nopV03eQe1N35MVsrHlujloYozlc/cza+IOfHaBve2D6X/6KkzzRlwTvkZQroXBc3DyGm5vMSc91u0jME2TzV/8xI7FvQk4Y5x+XgNC1kCEnGMw7G+ipvKh4FQGJVfy1LRdiIFdRJckqLj6XrSYyOXTLaJft+EfFGL8Dd+A+jBYGjE9l5q3ttP7sTHI+i4yrStJSDbsfZ+hX98Q38+eyZm3j+Hde7ZwwWVCd7FjMQ7FDSBNxWrZDEfI2szEEOvfhtwwIOIYLKO01CN4LyaV8LPorC4cgs7UL8fT9GEGm0MncP7JxN/4iJ4vP0JfUWQy8PSsFUjpLg68vQMhUk1h3iEm+oaTbM3AEbLOLnChaiYtP9VQ6teQW6JkBe001XUnfIiigJ4xsSyQVRFJt6hZ0YA9oVH1TS1ZNW0odQn+cuy3yGmBi/M+I50wkEzIc9uJZE3ki737uO+WhXQ+9im+m99DWns3ff969c9zo+Ohz+nzh2K23k13kQhBwNQTRKJ27KqBgIKZqgMDjKpPESwDc/ufceS3kpxzI9P+IDF3qI6eNDAzJkMm1KHtGY6IQvVLn9DzYgdC/T7UkR0I8R5kn7mMM0cNJpR+lsT6EZyRSKHHBmBTXNzz3QTibyxj0p+G8NLgnyg+bzTG69/j7p2NapforE+S2/N3WdR/N35zspaCEondKX6yCvHlCHR2KCSiIsHTiln5/iEu/W4C9w9exUf1Z3B+nwU8+/wfeen6FYwpKcIIWuzJq+PxF0/k4RO/4477ZvPd43O59uqTqf5LG21Z/RECBnVhD6X9PWjlndiCDj5c08Ddwy1MoZswZadMoiGOI2Aj3prGnu1Fj2dw53Z7sQEEETIJHdWtEGtM4QyqxBpSeAvsZGI6sir9w7qAqEqkmuMoLhvp1jiK30mqKYzs95CJpdm5vpnOpED5qxVE4iKf3LGJTEWKZZXbaYjonBbKUH3PHu6bvoHIU18xflIxh6/6ieHHJXjrVAObAGMG1ZFZcpi7sl1Ur2nj7pN2s9ndi7cu30ObLYdsWwqvzw99JnMz39Pnxb9Qdc0ail9+g4or7uS4uZcR/+hJJg4NolCG1VHLyEn9YY+OMOF0UvUPYi8cTCRhA7uJKKrsWlTPD0/upW5LJ77CHoy5bjKjLzmf5rXvUnH/Eoa+NB2l5O/gLoOuHfy090yEtcuYfIWAHHRQOLMU1+nXU/PIaxh5w5AmOTCrl2FFN4PoZdlbXThyzyG63MmBLWlmTKjEiDVzcM1D1G9+G6OsnQmT1vNqOIWQ/R+Q04pVfT1m1rlYqYVIHg3j4B6wDwAjDgVRVMUHh7Zg6V1YtnxS1iW8ePwSBg7KY0DZPojFsSwLyeNC9LgwU+mjdiojShLou5rxTxpE45IuuOp2Uot2I8YSgA89kUHqiiNZOrkn9EU01tNZvptQp46ztoVlGw/xh94Rqq+9h8eCpfzJ+QV+QeKzK1dhR0TPWKiD3ZiazOhze7B5TwsPLJhM8SA/101axLRZfdiztAlBgEzmyM7INDEMaNvVSaw2TKo+jFmVhXPhEzh7x2itPBN30EB852xqa4cjiCki21oJ+Gah5QpItW+j9zdQIzV4endh+UdT1PMAoVm9yBo7CGe+E+29BSjZn0LTTRzzt9Mx2xYhTrgcs/Y7xIEnI9TOof/UDPoWO3pRinRVGpJJFLdK5FAXit1JuqqCQG6MQx9tI5PM0LlkJdl2i9bK6O9k/b+A35ysSwb42R1rQQsLxMsGk2VTaP2umT7nD2DD67XYSntgWiKy14XNKdNSG8MbsNHZkqTnwACxSIZgkYtMyvj5nKZp4nTJtNbH8GTZiLSlceXmoEU17A4ZzedCT7WytTzNaSkDxaWSaEngDKp0VsWx5bgxklp36NURApbtAu0727GpBh2b6xAzKQ7sTNH8kUiqPcqC2d+T642w5OTPCYdNbhmzGDGd4dx9q2mNq0TDHnYt/ZYuK8C8s5cy3W9R/cZBQrYkXc0dHDO8htJABsFv47i8ShJ97sGxbgnum96lV/RGsu5/k8xnt3D3ddk07siidaXJ4Leu4NDQ1zn3hxPYd9m3XPl4P9IL/YT6K1jJQvS6w6i9eqNYy4965oKqoneEERxOzHgEsn1Y6b1gzwfzaMGdSLWfT+7cTeWq7dg8CsPP68GVCyfizLJh6gdIRu0UnD4C2f4cdu1PGFiQNQyq5qLkX8+qzzXGXWDDTHyFGf6B8OOb8IlhFGcbZocdQXEgJNeDXIwvZw/jrziVrs+fZv32KUSNDdgnTyOx5EMKR2v0PnsPQvM2HnrMByvfRpz5E4ZzOFgxDLeJXPAFhJdjJbeD6EbImgZqEag9wExgNDzAcyOWUjwhn5mfjKPy/mq01s5uR6LXhUn3B7nyu0Y6K2NEahJo+ztxKhli2w9CJknti18x2O2l/MovkWQJ0+r+2J+So3PoiwpspCg9sTexcpNwq8GIx0fgKvFiz/UwP/QVDxycwaMX/0hwQg69Crys+vshTv5gKl9++Rkn3zWAD57Zgd2jkE4aeLNsZJW4KNb2MsKns/2SexjUP8CPk57CMv1snLWMAX0OEJH6kawZQOGMOB/uziP7QH+Gd8xHOu4itj4DzlATwSwX9Lwb0/U2Qo+ZWMmPsIrPR2j8BLGgFMXXirdnCkfhkTBR1YUVaUCQ3ZCow7JcmM0b0RvdiG1foDf5if8wB0G30brXJHd0NdquXNzWQTre3kp5TYABdR/zh9nNVO0ZRn4PL2JKZkyOB7X59xTz/w385mTds4+fbeWNpAyBSGuawlEekmENb5ET4wgB/2NVYXcrtDck8WXZ6exIcWyei3gsg9uvYh6x68qqSGdTCqdHoa0piTfbRu2+MM6gQEckwYrvKvH6OjnU6KZ//wZa33qHkLuZXa+mEOQkY47ZTmKuiFgaY4pPZUwwwge93ufkWWvYeVcVRaqGVAu65UVWBCLtdi45dzW1gSsYlFWONf5milZ/zujJE4huC+NyeXH2G8m8h3fy1J5TebPoY1Y0XEjD7deS98hNdPz9JxxjBiHEQlhdLdgGlWHur8B3Qm8iG0B0ehFkFTPcDqoTYp3Ysksw4keTqqgqaB1hBLsLKx5G8ISw0nHkrABmRvt12/ZOBIcbKx5BKOkJWhLUXDAzWIlapEYL88A4nGEnrqwgd+4YTvBIvLepJzB3XI4V3YrcexIA7mObkJrdmHEDy1OGkGphyGkhSmq+ILMpG6lQwVZYD/lzoGM9HH4T09cLS92EnNxNqm4KUqSTyOJvkbyj+MOQjbjGHUdr5Xz6P1mF6FQQDpZg7quhb+FerICBUXU9KDmgd4GsIdp7g/2XcDDLyEAqgpVoJ/LZa0Tbi+g/3cW0Cd/S8cx8nEYrXUsP4srSccW60OYsIkMuP1y7AbtPwRG0EfIa5IeasE0cQ3GOG0eRD/uz83jrozwMQSJY4uL+7yaz9MQPOfGDk/lo5hqm/sdJxN88yKMP/8TWB9dwWbAL2SHRniNyaH8HgVw77fUJjp1QQKLrnwSmvAr1ByI01MboPzJEoLeLpZ0eEqJC+qxT0F5dy4jHT6ThhbmMfm0sDS/sY8gdx7Ly2lWke56OZvuJtqbhCO41HNyUREqkKTlzBCg/QbIOwZ0FRgNYLjRjPVIghdj2Pdg0at5Zi/bePoxoApvTS/G02xEUE/um/0CULFLVn2AGVQTvBuihIzrbkEIWeUOcxL4oQbErCL1HoBf7aE3qqAEvo/vO55ixIfQ5LnzDinDH4kRrfk8x/9/Ab07WfQdkk0obyLpAtD2NL99BKqoj2+WfBW5UG3TsqqIgECG6YT+DtC70ZCN5u6s5I6eBqv94iTGlGXZf8xTTSkU2XfAKI6MCeavW0s+uM/O4WtxbdDaZY3jlxgjnB9vxl2qUZCUQokUU9Q0jBSLkHScQsNqQjn+Agh3XsPyl15CXTYLTfsSY9y39bxtE55omzFQKx6jxlMz5kl4v3kDN9QuZ9PRoOh55Cf+sQjqawZ6r0VzsJVnTRqDQQTqmH7W9FhQFvbMd0eHEjEZQXD70pkoEVwgyR2exCYqKGWlDsHuwkl2o2d0r/+4/wczoiHYVrTOM4nRjxiKYWb3RYwnCjQaxLonqb+tpa/Himv8delIjvW4RitFIZ5UTcXMd2cUNyIvPQY/bUMvPRgpMRRhxOVm+IVz4z3WLRTs4+yI07UPh9CP3IUPPa7BvmgP298HU8BV4kfwRDu47mdT37fSYUEvIdz2oTqxeYQQxB1E5DTp/RHRexaCcz0nsawbTQu4/mPihdZReoWDPvhFj4fvgjsLYs8EFmO2gN2PF12OKnQi1AsaakwhHfDz7wiX0HV7F+Wf/RLI+l679EbxZFraokzOe6E/svfdQ+03GXuTFbaRxXvDoz2NTd86fOO2JUgTVhmVYWA1h1AaDwgt/KRLgDlqc0LeZWNQP6QRfjvsSj1sj3RbDpXew7rx3CF5zKsMsP2dPCeEbOJqNc5tpsNdTfThCVp6Dyo1tdFbGsToTbHlsHT3sCd6b8i2hFo1XrlhHRjdQNJHyFw/jtrtw9lRobTXwuFUSdVEkl51UYweiy0Gqsg53VorM4e/JD8ZoXfcdjG1hwXMJcnvWc/agNzA6MlTNE0llnPQ/ay54BTJFB9EGSdgaVJxTRqMaA3GHfNhy/SjZu5Glk1BScRgUQjDqcQwuJZlbiSj0Ar0Ol5ALhowdB7H3NCxTwpHjJtmSIJDno70+juAOYkXbMOwy8dpG/N40ifrfXgnzd/wavzlZl/XLIq0ZeDIikU0V1NXvxoipXO36jCwpTfixc7h+Rjb659/R21FMYmuY/CBE0jqKZbK3OpvZfXuysaadi18ZQurHA+TdOBj/9kpk11BKpgRo/nIV+ff9kZtXPsy7829g5zn3YuDBHVBwjx2PWb+PXsk4/qmjMNatQOk7EGMnqKqMKSqQagXFBYl2JI8HvaMDOejHTB+9KhJkFaOrDcHhwohGUALFRHfXkVPs+jkC4Oe2ig2jsxPB2U3WQm4xVioB7hCWlibcmiIStaEersA0BYyDaxCSHViReuyJGG5PmJbnniS/KEH1PQ/S1mjS+bcvES2TV1aXYYqHmdEvl9Tbyyno7WTDjes45eKDxNfLiGIG2QqTSIZIJmSCYwcR3d6E48xrSL75DLYLPj8qdtms/AjqF0HJOZA9HjKdUF8OvsGIeSccaaUhCA4oOA32PgXDn+0+dmoU7waTorNn4E/PQTpxHYKokjk4BNF2Goi1YHyOVPQ1erSV0CkGaElWfm8x7LwKJEcDSe0nlD5uJDUKiT2Q9mLJQdDTEAkj1IvQ6cY84VH4+gtOH96C3tZB448yybCNVJ6DHve+QvPdVyDnlSJn56Hk5wM5dH61gIbL7/zZ4SsoFh0H6/EUFCJIAg5/FzmhDUeNXaCvnQkFMXJuuRSAVFeG1ee8zso5B4j6XIiFQZrnrsWfirPzozSSWUlLWMLepbH19i3ku3UGBKL8+JTJyB5thPe7GVSQxDXISbRDo29vF6c+O4JAoQNVlXnE/yFWOMWqx/YiJ2RWrN6Fmc5Hn1NB0FXI5IpvCPrSKJ3VXDIuF1vCT1VkLPGIi/NfjiIUlCKYhfS6MI6en4VpTUYUfdj0LgSxL5Z/Pbb8V+l5zC991NqKsIxGUAsg0wi2bNBaEIQQllmPmFaxOvYjdrrBsw9BGoChadjyPWyY00B9VwRPdhu7km2UXPgj/t4F1Hw7nMLsFJr5e9bi/wZ+c7LOL3RjGCZtVpLVfjvXvjqLZ6Yu4Yf4Odzl/ALPfZ+wYMASzjxtMM211Yi5Aj2nF7L4sV2c8cBpHHpmDjkXnIZ2/cfYhw9C8LSQSinYgi6SzTGUoAcjle6WWf3ZAShjGgJIEno4guzxYrS3gDsX9H8SSRdtkGhCUN2Q6kLy9sVKJFCCfqx/Mi8Iqg0z0oHodGFEw6ieErT2Nlp/2oVqxWid9y19RuxGW3gekbYAP1y0i0BQJeivJRKN4FZ9JL9cTps1gk/u+JKZI0uZkngeyR/GXrcU2QNIEqIWoOdZW9CSlzLw5ncwhMsIxlaj5BaRqOrDg8ccxn/xpcgL/4Tn9gfR505GvuAR9M8/RjxuBvEfVyO4/ejyYMSW9YTOnEHL1qWI+WPAkn5dcbp9A0T2ws6Hu1fQshtCY2HI4z83sawkgpiL2HMKZuEfENXudH8lJ4RbXUT6q43ER/jpuucajA4P7uOK8Z50LShBBNlCUOqRc00Uj0K9NJ0PF+ic+uB4rE2vI/Q5DbH5M3AOANkD6RYsvQOtzEDxn4YoLiHT5CI193EszYXDVUrRtGzsVge2P9yCueRyBEFAEATMRBzB6cWKtCLk98cedJDzH39FtHdHulTddT+egQJqDxmtvQurzaBiex6r31tJvCVNMqxBzEvSbbDrgQ84MUshE5PRzBAHdjRiWODtitFzUhYlwRbyT+6HyyvhWtVK3+JiJEVk3DV+6l5bwKB3ZrJszAtMmXMay6e9z+DT80gkZTIx/SgHXEtawRcwiPshS/XgzrbjRcYdtFEgpEjaexLIbqKrYzyqzUEmlaB8ZTZ9j0lReEwvrHgtglgGnSsR5EGY6UoEpT+WdhBRnYJpdqDrO9j/tULLTpMhZ32Dy18OyRassAqxNGZExshIqPt1tLADXZWJ787HkZegurY3Xq8dszOGkJWF4HQz4aYyVs45TOXMSTz59FAeOdNHqGcbvsn9aVi887cjkN/xL/Gbk3VWtgMBgYwIHYZF/vA89CO+QkkRiLdlcHhkuhq77c+NB6NkFTlJx482K6h2idaaODavQqw5iTdkJ1LRjprtx0z/2mYrGCIIMkY4glrsx0wmwJULehor0YauCXTt6SS6pwdaXSVCoxtnagem0k5bRYLvz9qAUFdEef+PGdjXRfLCGxEFi2/nrqS9082ksmb6DPg7bsXH9rnbmH32FqIb+zP02P1Yohct5UL1SHhKAqiyxjHXHU983ofk3nMj2tw/MmvJ3Yg7X4e+z2FFXgV1LIKYgxVeilT2DNL+wbj7XYp+6APEUAE0ekDUMemBfmgPvtICEuY/+i1g6plukaRkO4LDgxWPovT0YiTSiA4nlnnkSyZJkIyB6xdtFXHUC5ipNjj0FtTOB8ULkQqo+QxKz+tuZKURxIIjz/eXY61AGY5TqvGfdB+67W7yzhyMzXkH6cYrQeyH4jwds/o2xHQ22aMq0ZoM1h4aSLCoFjHcgBYV0DzvYO81DaGtCjraQdfAUtA3CYjGDyCpKG4N2/Q7SZVvptcxFra+fdDWb8I0bJipDPHytVgIhOe+idHchlBdiWlsxbC1UzH7rz/3XwmkSS9ZhiAFkBx2RJcNvTRNXtpHYIaTrFIX8b2NNC/ZxyP7L2TZGQs5ZdEs3pzxI6f1dPHTmiZCx/nofeUgGlZU03dmCR3bmpAUCXeBk7bdXdgKQxjJ9D+GBlM3Ubw24g0RvIUOqlYdLchvSiKBKYU0bG2lbFgO1Ts76T3AT+PeCH1Guujc34Xa30OiqhVHHz+RihYqNwhc/bAdrXw/ZqYTs2srakklUrIayxkFbQdmQQ8ktQeavR4tfjU168dTvWo8PSYvx5Wfh+HoQlFnYDm/w3Tejr7pW6TxZ2KWf47R4yria5YSHnoZG17exskXVpFq20OgzI2RNimbGGLpy/vJK3ITC2ew5Xno2lqNLd+L1hmnc30FqcYO0i0RMi1h9GiSgU9e/P9PJL/jV/jNyVoQBGRFRNQtopGjw6Zku0RnTRyHTyHSnCKQ4+DgpnaCxS4ySeOo89icMm11CRwBhURrAqU4g97RAIc+wWZrQ1v3FghpLp7wOaNNixkDDyMGGpCb1pGoCCLZY2jvnk64NkDgy1msfXca+w5+Q1ZgGKq9i2DQS0GoHVsPE6c7QWFZCPvWJvTBx+Gq30zBrdfT+MkqZp3UG02z07X5MMF7r0F/8knO+/g6Mm+ehHr1G3T9dT8MuAkhfwfDhnlw9/TT/l0rwfF9Sc7XcfXMJSxJiIkukBygtYDoA6MD1EHdIWn/GaIT9BaQA5BpQfQHsDJpRFnl562EpECy25RjJTsQ3T70zhaUkO9XphxkGb1rJ6LDjkgPRLG7BJhoz4ZB92D2uwUal3anMx98A7NhCeK4D0BQgV+LZ8nKcRiezaiOAqzEcLRvvkY/vAqUDJxajhTdDL4CaG9B9B8isy+H2XfmsOzd9RglgxA2fYic6YHVtRyhPQB9rwFFgEwXQs0HHPhqOP1nbCUTd5H59F0EPU28zYH1wxZsrgTyy7eia4VoBxeSianQ3I4jT8KeE8XIuwwr/w6GX/8Bsrs7ZjqWvB4h7cERPwMz0ogVbcYMHmTItb9oaTf6TRrn70aURSyjO7TTm28n0pBCdUqoPpVUZzcZKx6VdGcSBPAWO6lb1YyaG8BIZYjuqUOUTHY9s4ZUe4LmBWtxKSbRgx7+XLgQv6edZQ0CHhFG1kQIH+xgZ1xGaGgl374bo87GvlpIBRuYmNpGXSbAKG8Naw9ch6mZeEIWVlpFMDJIRX0htAVCNyB1/h2r3yuY8VsRlZ6YDgW3+hHH330xtr9cTkJvRxafRU9cjZB9NlZqCVJ2GZnUVwi+fKx0AjUvhJlI4u+tYKbDeAebSDENt/YyHeFevPmXV0gnC+jdcBW3je1Ny5o1/HC4iOw5f6N81xAczy1CdtuRfU7UgBtHSejXO7rf8T/Cb07WAB6PShqdzngcUzcRsGjf2oBd1WlZvpJRhfsoE6tZvX44Zq1K+wvvExDtbD/3IaYVO6m7+WJyzbHE33yWkdlhdNNCK3eTTvsQDqwnqQ3EatpNtCuImtQoKDhSmKCrjLg/gO/U6TS/t5CsP95J+t77UC7+kuzlj3DJa2NJLJmL2jMH3cgjsQPyb7qYtqf/TN9Hh1J706sUP3Ech25ajCAKyF4XejiGWhREj6WRAwEs7WiFNWx2rEgHiteBHk6gBHtgJjKITieYR6JfJBkj2oYkuSDTApIftFqQc8FKHH0+0YOltyEoWRCvQPRI6LEkXev3IGoWie+/IFHrZf31myjJt9HeWsnhnaV4FA9ND69j0oR20q/NwB5SsFaMwjnRJOG6ATFjQ5Xuwy4e7V0UZQcUn9l9ff9Q2HAlAK7Auv9ybGVxIinrIQAkZQTaCYtwzVqAbm4moV+PrP4IgJHpgt0TcPSJQOx07n6vN2brT8h5IHXUYXRJkBVD6HwZS7BjNJiI/hH0OyOEELqUlvImZH8BORNl7I3rkKa/QMX1jzHgo7/S+Oij5N1/Pw2P/hX7sBF4h6Wh6h2E0SdSvS6L54YuRUsZWBY4s0bywBvvIzdXgupCsHsw80VMU0cUu6e/PduBpR9JgELANE182VCzsRObYtG1p5nvN0dJdthYePUGQvYW7GKKgy82oZgm3018CVnwsO+Bj2lsChBfWo8NSCcV8sZkM6ilhp4Pn0LFHR8x4anT+OyZcuK72xFjJlrShIgT75B84ru6yLm9L8/+bRv9+l7Gk++s5r2LTiHetrpbT9wxhOwZ42HTZBh9LUblHITQTKyOFxDlsiNzKQjoIPZAlI+HhJd4q0jDOhNc2dR9105BYS/Cuzcy8IRGxKrrkFwyxvzbyD2vCSm0lFOeycKGk1g6gN2WoDNl46pr85iz0kdw4vXEXqnDeGwG76xYyt1/v4fKwHzu+vS6/wFj/I7/F/xbPnuhPBeqUyKoWaw7+UlOyY+w4ZZFdFhdVG7aSam7mlhMISffiR53E5x4DKmYi9Cs49lXX4J8/bMohb3pGnUlH+VczN010/Df8BAHDozAft037CofjnrG8wj2AM++O4nxk4KI3hwMM5t0zIetrD+WZiB4sn/pqE1Fa4sgOp2YsSiS34eZTCL6s7q34XSHFJqZDKLdjt4RQfI4MaIJlGwPRrL7d8wjL7UkQ7IDwebAjHYi+5zo0RRq0MTRVDsAACAASURBVIeZyiCKIpZloTdXYyFj1i7GMiNYld9i1WwnvbeSrrlfYrQnCT9/A7HvelJ7063UP+nki8vbeGKqSHhHHcKOa7FKW6l/fQEZt4a2fzOibKKoYRS3k6KBKUZe7mTclZs4Y94U/FlJlGsW07q/D8aYVehD+2BTxiOmU5jpL/7lmJmVc2D95TDgrv92bEUxCzC6yU4aC1YnydilYOZgFz/ANNu7z9f1FpEVPVANETWwhKGSgXzgMGR1Yjk1arfMpPLH+2F0OVbfL9Ab3Nj6n4RUlotgb8A/sALLKSMXDULU48heN9aRZy+6XJjxOJLXi97WDu6eoEcAcGXFuWfVJF7sPIO/J2bzlyoNeWoWyjmPopx0LvKYIYhJAcy6n/tkz7ERc7VytftTduyLsXb6X/FsXcHgknJGe/egZMJILgVDUMkfEUTx2skZ5mfSOyehemxMX3cbGdPJyC/ugJxCepwzjB6z+qOEghRdPhVVMik7Poeh9wUQJZEeSpDhF49CCvk4/sKemJJM0XnjSMRVBk4uJR7TKCz1Eo9quHIcmLqJO6hSvboZUfaCpUHjZxDVYMtTaB0CB299i/DiQmKpsaBnSLeOxty/Cu29W2j4aADbXzlEqDVJusNixdMzCE0ahG1yPcLQl7CmtuK+az7ywATOvG3k9WrDGvQqppgHfe9DkBQGz7oeUZSx9T2TVMxNfr4Hw7CwBOHnKK/f8e/Fv2VlXdTDQ31DhBbTYvx393Jd/qvMXjSbJVevJTFiBHsyMhWr2pj90nAWzf+BvNmTMS79nILzT8R293w62yycfpVwS4qcXk7CXSm8xa6f47T/Ackuk26NIrlc6O2dYJqYiRSy3/uzVocgiJipFJLThtYVRXZ7MKMR7Fm+7uw2+ZeQQmQFo6sT0WFHa+/AFETaqro4aIuTbszwyb1bKW12ID//BtsPZvP0K1/iTXm5LniIzhYvXk8XHVs+JJTbQtU1N+LJaSPx/oPE2wXklh+xnCa0J5FLFRR7GrNkNIY0Fcc0D5YzgOucEPHvF3BiXRWz3x4Ae92IUxaTUz2E4lu/wNg+EmHAe7DmdqaeKmJ15EOkBmFEGWxrRRwdovZ9gc4F34JhgChgtz1FKnErhjGcP/+5iEf+ksHt/rUULQf+DmPeQAwM//V//wmmmUFLynx6+sdEq9wY2p/oc3Y5eWNup3R6BbpYjOr4GCPyCWiF3Q7dlWdB3gkQP4iZ8cLgL8m78G5iu9aSWf086Yogtnw71L0DSgCULFzHmtj9K8D2B8jE/tP1TUybQmrnVsjESe2rJ7qkAzljYh6+A9sIi/pXnqOuyY5lmAiiTtkNMQhe3l0fUvZhHswmY7RhH1AKgD3o4PwHF3D+2K+Q3TkApA9sJrP4OTo7huIanUNw5iQWnrSAomOzaA/X4ir1Y/dIP89JUZVI1odxBG1EahOUDvfS9EMlarYbS+tuU3DGZRQA+xfVE65N4PTJhKvD6PEM8xYfQDQ78a6ag1vXyF/7ECfk5+JonU5RyTn0PWM6a1/fz7gHhiH4xkH7UurnD6XH6TakNoWsGeMwVm7DeeFzZFrPxJG7nZh9GI5RXzHk4GBGPvAe5uK/cupHk3ja/xllV40hXS1jefojpH5ddk5QFSwLrFQKURJIRjIIIqRi3Qub4kIPum6STP6Shfm7yePfi38LWffsE6D8pzqsIyxod8g01EbxBmx0taTo0S9EMqwR7OFC+6dMRZtLpqMugTtoI9KaIm9cgFg0gyNb/SVVXBJIh9NILpV0axyn2w2WhWXomBkAE0HSMdu3g2jStXgxRiJGZOUabEqYRFMadn9NqiHDylNeIy2EuN7/IeNKCyl/eymD8gRmbl6LbjjY0+Blyw/VdNTnMVhpJ13dh54zXNSsGcOU0aUoh3PQAm6KZxaw/q1Kblt3MvsuuY/SN14g9uxZOG9+A+GjJxDUCehJA8sKow44DiofRswdRe1jLyLIEraQQtbkY3CfdCIdf3uW1pfewz3V5ChlcNEGWiMobki1gyOA1bYbwZELRvrnZu3zl1H61L3ITgdQgtMzH103eeetp5l9TjOjh4QQXerRL1feibD+Gkx3L3Dkg7MH4oDbfzW2oqgiGzdyzEVj8fX0EOjtwekbj9hZjlW1kcZELWt2XMppI3MQBLk7g9IZgn5/hMZvEPVC2r+4lNrmARSMaiYcH4s6KIOeOZN4QytxcTEFIzRMI4IVa4Y9lyAUtGHsGkLu2UEOX3szkmogtm5FzU7jG1JPuvl01LJODMag5a6n1z1DsWWdiup3oRu7SaR/BPtnGOZhTKuadM0CbJ0tP/dJEBUq6kJw/ZP/h733DLOivt//X1POmTn9nD3bO8tSFxaQIqigICoKEiXEhi2xxRpjLDG2mNiiRo0aa6zYEgGJohTBCkjvnd2F7X1Pb3Om/B4sFsz3/7+u3/ULj77e17VPzs4158xnZu75zOd9v+8bS+8nLlE2yB9iIvk8/RMBQM1ViTf3PzjsARd6NMm3dQTZaSO6qwm3J8ner9M09rixH4qx9eYPyKQEvpj9ClosS2ujEzOrsWB9nGxaQWyNIzkEFr+8l7NUgUS3DcFUaQ6cRmFjElvtu1QWvs7gS0r5/G8H+OrezUx9+EUAAtEZGMPmIXV+Ss6ptfStFRG1EgTBhmlGAenIm46EqYdBlDHTfYi2fk9uWVAhexgEEdNMgCBhmn0g2BCEEAgClq5jd0l07o9hd8n0HIgjqTJSVEMQoKcniayIhFpSBMv//33sf8L/G44JWQ8Znkv2iNGNrps4XTY62+N4cxQivRl8RSrpWBbXDzoVJZtIvEdDdUl07Ysg6SaJznYqtSZqcw9hbXoSuz2AsfJmBp4I2ZVLEJ2FdC7cT8ATQ9MsDjTnM3DcQbKvnIN3sB3W347lKCD2zRbcrhgSCoaQTyqZJm/acbS/tIURf5nBn09dx/zWc+i893GufmYENGzEskpIFU4j89wafrn4Z5zvfY8/fDadl8u78P1iLoH5y5k0vpywP0KsOUHBmCBaqv4oSSGyDWLdiA4PViKKGCgm290GSgEYaTKHmrEVFxAc0I3W2YXQvQRx42PkzpuH7r8ew5x39MCKjn6NrN0HWgjBW42lJUAtAEvDNE0EwUJ0JdDtzyKb9323LivLIuHEHZimybpZj1P79GW4qwu+3/WoP2MOuwWaFkH3Bqyud0m430JutyH3liGc/Dyis7846XWfwYhRj0JoC+zLgGg/ckwWyz7K5fV/j2LGLY3g0LCMJjL70ki2pegdAcLNCsq5Ntp+N5r0zkrKi+twDozDEIFYMp9Fv53GjVt2Y0kDyfo6UF33IBy8HmH4VtzeyQRm/ZpM5hlEqQpbZiy0PIHjzN9ibnodedx5GLF3ObSiiy0PLcbIGIDF+DvLKbv4XATBjYCPJCrJvRqOH6TEVZ3UgTj7FmzB/g5OIxkh/szluEYNRY9G6f3nAsRImL+/10iBJRJc08lZU5biUPJZf9b9HOpScb79GsGUj5a+cup3FzEkLaKW+IhG3Uy6dxJt73xJ9UUVgETtusOkg9XEWxPUt2U58aQCtE/aieQPwpu3gXZ5JEhb0FKFIElI2QyXvzWJ185fjbvQwfjfjECpakAUO/sL14nDIMmEVn6BY7wLSz8IggvTbOgvWmcPgeyExCHsLhu9+6MUVDrRw8+CYWFmG0BwYumHjhS5G/uj3gwD1Wujuy6O6rXRUxfD5rEROxRFkkW6u5KoHpnOg7GfyPoY45iQ9cDBAXTdRAK2PbuCWinB9r8dJB0xcLlb8Xz9GTOn92B88HcGF8xi25y7mDXSwf5fbcMfzmPXEzFMSaRi+CFKu5oYES2DeCupVBH4Klix2UnwrHGs6BHweAOMH1PGyicOoSUN3t06hH9GL+TrmpeZc9sVtL75DyoumYgrugYzm8Gsmk7k5eUUzzud+le2kDuxEtG2BTNtITpU9FAUm9uD0dH2vafID2agkioRb0lg89pIdadx5Kn07ArhL3eRTR69TCPICma0G8HlxextQyzzQSYJSjGYGeSAFyudQZRNnKNHoE6ZDhuvRWhbiJzpxUAne+AlmndU8tWnnzHh9Fy2fb2D/WtHMLq4B0k6wKQ5UQ6d9TDB4cMZaE1ELCrDVxEh274PpLNQvUsQRTv1z6yg46MtYJrYAi7Ugv/MvhTtAUzfOKzNr2PV3oRKH1gfQv44rGVzSZX+DjX7MqTb0T0n0G57io7GPMIt3Rx/+Sc4kq3MndzBQy+YCGIfiVA5wtjncYZuR9+1HBI2fI4Q2VVZTjn7ExRnAsEXRAxWIE05BXs8g3BriOU3jmHKlPdwTFYQxkxBqD/ymi56sLKN/ZJHswPUAWAc8aUQJEytF0HIofS0CGWTL8Vd5kaURXb+Yg/uK5/GNA9jmc2Q+gq5dxXpRduxkhGsdIxeK5c862GM7KPfnj0oShFdvgzJ4UL0uKkcpDMiIeGySqkaNYCQs4LM/t3UvHgVH16xDqH0VE4Z42DA/B1c+eEMFtS8Ss0d0znwryZ8NcWES3yYiSTOQaVkIyk8o110b+/FX+CmtzVBQa5CuCmOL0el9VAUu0umb38M0Sah9UYZNq2aC186nneu3kDocJyTfz8BI3EQWbJDugvlusP0/nMBvSuGUnLmi1gTvFhG45FxO9zvC5JoQvXb6auLUZybgyntgro8rML9COUeLKMJQfKC0do/szZ0XDl2Og9ESYoG61c20xkxUP6+EyllsOV3qymzNHbe+m9aPFlMzQDTovZPMyieMRTolzL+T8HUP+H/DseErItKPJimxQibA33bIcp0J1pWwl6k0NgZwD15OB//rpHjH7oJV2ILtQuuZfngT5h122iy79TjdsuccFIRnz3uJnjjrey9532kaXcgSO9jjbyRlLWctugQ1LwO+voyeAcE0TMNWGZ/liGAaBNJdyeRXQpaXwK334vVehhb0IuRPlreZnNIhJqTiC4HRiSGmu8lm6rDWeDByOg/2lYm0ZZA9SuketPkjsxBi2Vx5tkwMhpm11aUnDDmodcRAz1EP15CNhJDlNvw1azDmpAgoc2EtIDkvJq+nEmUT72Q7Mr7EQO3YEo6VuGVCIlvEJMyVncdzqIM3qJ+y9HyExQGTY1TWr4TT9VNOEP/pOCWezB21SKO2MGmB95kzJVBjPe/xH5LI1r8JlTvC8R2NeMZWkTt05d9dyymaQIaZihGets63KeejbX1GRg0B7F0NOy4FIY9A2I5RuNyoisW0zNyBk/OywNRQnG14c5vYu5Lz5BJDcLma8SldnDKFJj8x+P46K5mWuavZcg5tSiyhGHmYCSC7NjSRPPmImY83INN2YtUNAJBT7Hxytc55YohrP9A4bkV8zjnnoUMHUP/8k+mFUH0YektIBVjaHswnR1Y2STpFe9i9eQgDLgWQ2rixQcHs/ydRRi6Sc3x+Txy9xqSPaeD6kDAjXdaBmGrDYxqxIJqRF8BOcKTiDnTkAtuRRRFTNPEtnMc7lOnI2SykGind10rZ/SqaMWFOIf5ad8ew+a2Ezscxl/goLc1hfucQrQfSVZtbjuxQ/0BuVpPnODUAHoig6fCQ7IriSvHQ/v2XoI2idja3RRE0sQ+6KQ6L4Ow+l8UjtKJtc7CdxyMObcMj6uBly5pRu+dyPiKr8iZXoDQ/Q1SVR5FV41H2vMleksa/QUZ/dcNyFIAsk1g90OyDUdwCJHDCcQTg4hKLdKwGWQ//hNGl8Dafx4i3n4y+QO2su+gyiPPfUTQsPPFrkby/Blsmw4xcFgHLr2IRwY48ZcrpFWT4IgKRt0+EbXAS8+GRrbe+hE7/thvOFY4bRCjHzrrWFDN/yocE7IOBFUEBNSUhwF//Dnr79yGyy4y+PR86h5KUHDuNMKXLUIMDkMQt6MndRS3TLQthTeo0NuWxFvc778h/8ApT1Iloq0pnH4bkY4U/jyVtoYo/tJ+72nrB2VpSZVJdsSRPQpaXxKxzIuVTqDk+7G0ownY7hQI1bVT4EgT2dOG1ueGtj46Xl+HIvbS8/SjlPq9vDtpIaRCRN54moK0ySdfupn/uouzHS4+Kv+AGy/6DGvtfDzldoyWD9m9t4R0i4fiEjct2/MZf4ZE54I6Bo69lA/u2MC5H59MmfYUVsPnyE4N/fOzEV0S1P0Dq+hUzOLNOE56lJzuqZwz04EZziJI3UjSMMxwJ2JZNWz6/sFjmiay00bWUYYUCaG4HicV7ff6qH36Mtad+wRN81dTfslJ6HoafdNJpDYVo7XnIBcUox5XiBDaB/nA9jdg4J1YUgXmN/OQKmeSf+5tWNkoj+/5FFJtWOl2MtlVWC0FCNtN5Kl/xCp9lZd/+w/u++d0dlp2xla30769lOJBG7A8EcxmlfEX3sSQ06PYvHdj+UFUq6HhfQZP28bGf5hc9umlSB4HfPg3jKVzMdMiiZW3Y0hZlr9toGfsnPpON8Hy+zDKLfRtexELzsSmptm5zsUn8328vW0OJQP6deLJFQ+hpp7Dwg+pdvTEF5iFS7F1d2BF9kFXFEvPkjA+xZNdxncivhIB6h/FsgfA7iVplPD5qipOvcWJiEGyJ4PiVYg3RgmW9PcMIIukQhm+ev4gPVGRjbctJxNN8dbVm+gNQW1BDweXfEg0IdJ+20oifXZSzZ0UO1KYHhWsDFPyXYCLrjTUpy5C2xmnQElSeuR3VZUu5DevB3nq8pEUnDMUaV8Uz9yTMNmJqa+G3Cj4NKiMYy5cTVwxMIYsxG+vQkx1cNy1s3AGFfCdDG3PIY25D2v6rdC6l7xxJ7D5gxb2tAwnN76Lm08ayOzZGtlQFM+kE7Dl+JAal2Cl4uxbPRTZJZHICyLIEs4SPwD5JwzgjLU3/bdp5X89jglZC4KAzS7SlBNHE3Q8uQrdh+MEi/sN+H+8rBBrTaF6bcQ7M/jyVJr2hPGXOr9LQvkWNodEpCmB028n2pUhMEglHtbw56YxsxoeV5pCZwLj0HM4fCmSG15AdoUJHZQpqdzP/n2F3FW7kF+UWOTdcA2lg0wST83kvLPyKTgUR7RE9q48kWBplNb9I6k+PUFVbQO2khk8+OArtIh/wpv6jMCwQZhpJ8N66vn9KZeSnH8/3tvfIPvaq0jnfErj3MdRzjqPzRsbKBzuY8jpboyNnyKVzSN94K/I8kQSXQeQc0dhZUzMhtVIMx6B/ddi5ZgINZdDTwsk+9UXCE4wuxBEP5hhUPLBTCLKLsxvqUWwgd6FzW0nHdJRBQEz6QPBQTbzCTblLGqfvozt172KWuwnd2oRelUa28Am7FILsIOMvgI1z4aguGH4KiKtCvK2q5BGdiAVX0fzJw0kGvYzZPR7mLIXvXAHgpmHbF6COLQQsaQG0fkPzMj53H/xOvScMPqXw0gcGsS6FaMwhydJ1FUw2XwOV0UtijIWqzfA7v1jGVj8Eo6KHMrOGc5nM99AUmR8pbMYd/8I0J7BPW4amYJGfnbLdhTpRpL6S6j2jSS6anHPLEbQO6Gth1pXG/Nf/4LC3R9jbItjOnSsijiZHXeBIoJDxfQokJ+CqA8hUI3gysdufITNlkKseu27dX5ty3SkIbMQ3AOx9DbyqtrJ3JXkw1c6OK2mDqvRQzqT4vJf95G1BKYodr66so1DHSr7n68nHXER69KIC168JQFKZ/rZsUzkgXWzuTVnMY/3ncOzpQu58N0JbPzjNwz+VS173zzAgJmVNC5vQSjy0tZkJ0fpILnlC/qe+hArlcDK9JF78RfMut7kw+eGcVPhR6R23gVjw9i6bWT9TqSEji0QQKqx6F19Fuk6jZzz0pBoZvjciiN31DzSO17g0H0vM+z+q5CHTmXkqbChUad+Yyf5SYW+CNiCftKHWsg5uV8plIkWke1ah7sqSN/mZhxDBxDZ33csqOQn/ADHhKwB3B478ZjG3p29ePMVDm/tI6/UReaI1EegfyZoc0DswD6KBzTTs0nHCkDiUIjDr36DlUwRefFupk2Q0FfMZPbVTmyrFvCrkyIc3FNCQUeIHvcgbMte5qSaybicGklDINu+D9uIAN0JPyvifrYcdPHQ7BoeWaHx9yWzCN31LCVPP0/q7xfiuOA5hn79JELJFNYtH0vU3cmUR8bRNOcTxj41h8gD7+H7+YUYH71F9QQb1n4buDQMtQK9bQeiLw9LP3p2K6k2sj1RnAGFxJY6khOqsLIGcsCDpX9rEyugxTWybg9ZVcXGFgj4oOIWrJY/IAx/GzPzFZidILixjG6QcrC01v5mGjOJqaWxTAujaRtmXEHKtmPz2kl3J/GddzFYJnbn7WjJB7ApZ+FUN1M85zjaF20k/9Rf4sz5CAQVbfXXZFYvQnB6SAWLoVXA+OhaVq4azcz767ECI1l39z10rhhFNq7RUHMVQnAPynEpgltyMLq3kU2pFJ+fpfyX0xAmvAubLkHKOhFOm0dZMkLFPQZ63/20ba5lwZ3n8vOr38d25stkt56FsDZGPRJrPzmRrNbD9KfPJn+IwIZrlhCJjiFQWAz2XiSxGN3cj8hALI6kjusKVmQZglwAtjyk8tEEhq6GT0E4azGi1I0YmYc84M9I9lIMDqEbzRjxBzBGhEi1dbPvAZFsuJovzAQbv36Pax5bypTzdyHkygjtbyIEAiB5UZQchlV4EWaNIbY3yug7x9L6aR1/PVXGe8Yo3rlqI3O3zeZm5wKe2jGDpwYvofBno4ja21HCGsedV87aBY3IR2K3vnWi9Fb5yMY1fFUetEgGb6WbdF8G7xAHvQ1xlIIcYocLqKkdjpiTh5xbgJAfZOjEJla8sIcOjqeqOR9l6BCs7CoQzsS0PkRkOhQsRxk0guRX28FZBqHtR92nNrdFtr2Bwy9/RuVV/SZe+RVuti5rxq4aaL1ZbIW5aOEEmz5toe1QjK7DxQypvYyBhRJty/YSPNVD19rWY0UlP+EIjhlZ5xe6MFMGX1+7DYcuUlXQQN/daxnryOUe1wIke5zsazMYdeJA9J1RJk8J8+XzsxCTXsaIBhJQUxjDNnAk6fYQycKb0Lo3oo49js42BdEdQp09BeWDL1Gu/DPm35+nM+aiO+xknOsGtm7ZygAlF6EgSnjHIdSBs0kkPmDYmDw2SQKiKPYXAOPdoLghFcZV4CAT03GVuI4oCQBBwDT0/kp6qgvsXshEEPw5oKVAdX3XqYgogRZFcipovXGChQqpfT0cfjuEZVpHv1EoItGmndz/5Ak8uvssnE1TYcTriN5R6L3voCXuwxLTGDsuQ05Gia0zkIrDJCIuElueo2CiG6P1lziGODF3PYqZzcPui6H4VbRQGtek6Ue+6Wdoifv6Z+h7n8JbfhU9n/fLz0R5AADa1pUoU36BmFeKfmgnWCbKhB7mzF4DhoEZL2fYL0xOeOiXvD/8JVzlHhwV08l4ZlJx2oc4elZhO/0upIGT+4dMFDFHPA5rZoP6DbgtzL48RKmKnNyDjPz1dTRsq2RA+B6ssUnKQ/nIoR0MmrkQY3QzYpeJzQ6KfzaxusMESgtAb0cUajAJY+oiSoOIXrECS7awcmqxTBtkuxET7UhahL5kES+XfY2hmeQO/BUXrbkcdBUBFwIebL0mVm4GW3wTRSeNwFaQT3X+29wy8i7E6FPYXUsxNz4FggOx9ExItEG0A5ksM/80kq9vT+AoC+Kt6iO0s4v8wR7S8W+1/aBrBo6AndChBP5yF3X7ohQO+X6bb7XLAH2mQSaepX5DmHQoTvuyPSTa46S/aCDao2F3p+n0FTBn2qyj7jFneS4Dh0ps+0plQEm0P5hBDyHI5WBEwFaGZURRCoNko3Ey0TJsqchRnXCClaV47sm0L2v77rOSQV5iEZ0eS8KI6ST8hTywzE1m+WrcfjuZlM4nb+m8+O4kLN3AXelDi2T4CccWx6xEW1ruRRVsmKUq5b8s5o2kjaF/u4mOrnz+nJhLm+gmOn0RX++cQ6NwFx3R2ykam8vEv85AVFQm/HUGWdOBc/r5hOJFhBNjwVZMNiFgD7rJxjK4S5zoRzxFLKv/BpAVkXhrAmfATrw7TUGBm2g0Q17J9+kzAmDqOtgdWPEQguqFdAR3sYNsPIvdbf+BEZIM8XC/pWq6B0ENYGUiJNJuMpE0e/7dSl+Pk95FH5NNiay/Yyk9DRn0De8zNvA8g4YcBMlA8obI1o3EN20Pib7RDL5uKYb9Zn53z2f48h1HD14KxIwfZCdW8cnoVSNQLijEecavyT0zycAX/467Moz/3neRbXaUy1/AlKoww1GUgPqfN46ggNkGhoYyBOSipqP+LQ0Yg163BdmxDDXvaZSCFxGTq/o75bynY2qb8A4+i2hDCMkuccqTJ3L8zbVMmTcE1xm/oa37OIymtcCRppVN90D3ZoSK65AO+pFaJyDt1JHsv6Pl7XMpH2JRNHU8ydUO3N3X4g4uxz5YpPOrXOy5HyDvykUesgO7zyTV2kI2NYhU00a0Pffz79urGVbwAqHdQfTIIwi6DomvIdMIohPBNQn7fhvK5Ce4fvsM7orM4YJfRxFX3YVHXodTfgVF+g22sIzN+zgOs5Sy00wKpg/BLQg43XYQnVh6E4I7F3o+x9r4AFbdv7B6ttMddZAOa6g5Cum+NM5iL5lQmpwKJ3raJBvXkOwCH/99H12xNIcXHyC64SDRg918eeESglKSt4e9hYcMd+ctpjdpcu7E99id0NkwvwmblMVuA0XWGXBiPgGPjdLLx9HX959tgraAkxyfQXuLCysd7VfHmHGwV4KZQJBzwdJwDnSj+Bqpf2odZso8ah9aSsQ5ZBz+aRPY82y/dWzJEC/phE6uM0ZbRsdXHmR/1MH7hy7gta1zeGDBdPSshc2rYJoWfSmTw90J/vbkOm797QouvmARZ5z6FuPHvHykiP0T/hs4ZjPrAYMCbP6yjbDbovb8SpreWo9SGMQ68nxQHBI9jQkcfjuxrjTKiC5t+QAAIABJREFUGBd6LIP7B4ky38Lukom1plA8DvRIAmVwOXpCw1Xo7JcK0Z+pKJgWkl0k1pHCFbST6NWoLAqQiGuoqoxlWf1aZFkktL4eW0bA2rsJQe9FSLWhRv5FnirRfP9fcbttJF+8nEivyAfjPqRwQAWa1ky0y09TaAzp7AEmDR3Ojo7tjCyqYmRgH511w0lZNvwDU+QOz5KWxyI1t1PXPZDBQhShdDML7lnMb6+ew3svLOVs9zBy9iyhc9Ea8iedjrDvIszKh9APpRDMMOIoP1ZuIYJgQzAaEOVyjEgSQRS/k3IjKZDoQFCcmIkwSrCQvl1Hu7yBgmn1IBhJjNKHKB5fgB7qQw7k0PvKc2QbviTn/Nk8+U4lF86opEBdClYKzFYsdwXEPkdwnEbL8m14qwPf7VWLa/xz/PuUjPJTccb+/g97NkHb5/1/xVPBXQZ9O/uldfEohw/6sNV1UPHzqcSXvoNRvwH5uFfpfWsDlhxjxwdh9MbxjG/6gJySTlJ169HXHqD7wBTyrvwtri+XcjD0Kz49EU4+7dfo+hVs3jOYjavPoKs9QU9HkvvPd2Hf+RJWJkVYS2MZGbJT3yemP4KAA3DjlCSEdCvYg5DuQJBOwu7tb34RBDeW0YLgysVwDMAceh96Vxfprhh2qZHVv/4IrSfGmuc8WHqWoCvCopH/oNht59+T3kC3VN5+bAeWYZEnmAQG+9giRph52ck8+8067l42m/tP+5w5f6xlzR07WTT/VNZdvYQLdpzBopH/YNJzszhY9QYjb6ilbsVKKk4pJvO3hv+4x+wBF3YzRSLp7rdMsFeCmQJbef/5EwNgGUi5BQy8fB3CyI2wZOpR+9DLkuy68Q2kobWke/uXlvLKnFi6xomn7sWZEyH+jzbO9im8MWYx+8NZGnt1qnSL16d+QYtsp+7S1fSlDcSF+wjmOikqcjO8Jo+KSj+mCT81Nv53cMzIesjwIKmsTk9bktIyD+n098XCbzsVQ60pnAE7iR4N5UiorRpUML8LtRXIhDPYPTKx9hRun4t0ZzdudwQjFoemj/H4QiSXvobLEyHP34w95CdzYDXDazrx+kO4lV4uPmEw5pp/8KffVZJ84mMKBzupe/x9ykfEUUL76Okqo695GDU/16mpacI58jQqN6/GPu0alj3XwNg7jqfly3ZsisQJN+aQ8+JWZnxyHhtmPcwddbPYe/GXlNzxe+puf5pRZxXjkZqxUkFsJVNonb+MRNhCCAqYqSyyXSLWmsbhtRHuSBMYPpae+pfIP/smzPhHiA1/xOYSyCSmYXxTR2jHOkTRwju1D2O0ANaP/LklFVKdCGp/pJfdr6InfmQ2ZUWwjFIsRwZRyMPuuJTOP96BMngYWv0+8q7czaPvXcW7f1/P2a4tGDGdnMmdqNXnY8RewZb3DKIoMvza4xh82cjv9rtk1scUTixk6stnwTfnYm28FEa9AJbBgYpXqep7FFnJgdF/gJLprL97J/sbnWzZkcM9N5cQKb6NHY9+xpAHVNI7tpN/74MsPf9NLrl6A9b+3QwcDZZLhaorsO/4HGdZAeYRJY/ktJNo7OOdNy5gxaJ2fBVt5OSrlFR6ceWnkIedi5RbjhgsIGt/G83M4rYtxDLDWEIPhuNShO6/YFCP1bgPsXEnB1YPw5+4kaZcF8mDn1OQsZMWcsgLvoDocPDl4goSOiiajDyoEEeRk+PnVnL3FZ+zpOcyzvO8wy1bL2XTxGVcelEleljnwJfdnPDYidy9+DWGXDwMbtiAFFRx56l0N8RR/Tb6GuJIikSiJQ6CQDbevzziq/Kgpwx8hY7vund/CNEu47AZ6JYAloUouzAsC1G0YwCW4MYUDATzS7Z+UcX6xzcyqbKMTx/5lJN/uZnjZn2I5JIQRIHWFQ1M/3e/Pa4oiswd3oMvP8budcPJH6njDnk54ckxvHnxp/y75VLmlL/Dw4fmccfgJTy9/BRumLKED1f/ZIl6LHHMyHrg4ByyukmkL43fr6LrJlpcQ5Jgz6ImZDNLfNtXODToPgzi3iYU3aDl7r9gl/L5cNIb2MU0fU9cxriheUQX+8lWduEY1IXa+gFpfSLW3rcYO8WH2VmCP6gj2U3KcyLYfGVUjCwkuaWZ4JzHuXn/bYgnbmFKx0kI536F+uEFFP76eIyDAggCicxcos+ux3XhPPTFfyA4ZyaH39gERaMwbFGyKRNXnkqkMYEz34We1BFliW81haKtPwNRdKpkQ3GEMj9WqBUp4EESUvzsmbG0/GkHeiyN7JCItSZx+e1Eu9IIgwI0fnESw+f+EvYUQnknoe5idi8ZiK/kZHJPGIC/xoG+610Szz+BOh2kvKWAibX9GQwtyfqn1rJvTS5zromS7Ihj9yo/OBMmWCbZ6A1o+0oQSnrxzCrEOfxckhvXEbysmYg+geee3s7DVS48tXeQZ78EM2Ai5F4E7W8iOiZ+f8E4bQC8O/I9XCVupj0VgN4vYfJKWH0mQvObWIqf5+57ni2dkxk9ppBnn+/X2Ep2EW+xi7VrOgDInzWV1je/If7FF1A0jIOrdvOL33yOLVUK5ZeCvhFBEJEGno6VWXG03a7TRry+B63LwZQhNn51nYrR14cRPowe8vDSva10N8XREjswDR9XvmkxePQvINSOVjOJ0MFKbPEshxnKvhUe5t0+nE03pfjZe1N4+S878fgc/Pba8Xww+0tu33A82e5erCW7iDt9lI0eQMnkHDo+bqH27FI0rf86sKsSnfUxfPkqPU0JqkcF2bywBX+OiqEfsV5wyrQcjOLNU+lrSeHIsdNXHwNZYu879WQMO1/9djV61uLVMz+nOWJx37RPMbNZood70XtCGN3dWLEwQqwNe7oLQbdI9KrwzPlEeoYSKBqFEBdJGmdi9HmRK/6IEghiGiYNxu8ZMUMm1pcEnChFn3H8YpXFo17AXfF9o5SSdNLZN5uetMI/F3gYKFtUnF6CbhO+WzyVVRHTtEhF+ycHqaRGpDNNpC1Nd1OC3uYkOaVOJl804L9DKv/LcczIuqjUjWGapGNZLvb+k1pRZf6I9/FIJp/cugHTiGJnC4GcInrbfNjzvBxqhiE3jsS56AAT/3Ym889fR2zio7QeOIxjqEJdrZ9Pnj/A46vPoP62xUgz7yb83P1UP3sX2WWvEk+CFnPi9uYjegPofYsQ3YO/i3hCkEELg82JleoFhw8r3IJa6PyPTkXRbkPriqD6bMS70jhzVTq3hXAUuTHSP4r0UmxoPSEkl4oejsJQP1YmgT0/QFlhH2UTc2gRTbKde8gp6yHSsIrCyi6qaxoIFMk0GGMQCx8mueFxHJ6T2f1eDc6yQrCg/qW17OlNUjRzAoNPOw6j60HM7sdBBqFrA1ZMwWnT8Od76dufpre+g+Bxhd8fhyhjxWvRO9uxTbgBy3E/VucrSMIuPJN8xPUxnHHOUM6dnENuKE7B8R6s5umI5koswQT+B9MnYPbSk3F33AzbD2FVXI+w6w+QDYE9ANWXcO8Fr3Hdgsns2N75gzGVKCpQ6dkRAaDn8+2Y6TTZhl34L72B7MIn4fxpmNHPsNrfwdTSxOstnG13Ig/sJBGaxMhrK6l/bSTJ5jC7H1yBO+ajtLSD1PZORLcHye/FrJY4+WYFd/5E8qrdeAp6ycSfQA5sxGybiGr+jvTGjxAGlKDn1LLy641c+tpcDOOfZKUgBSVeDtWH8Jc4GTPkAK0Pr0dUVVq7h+KoUQm1JBlZWEKoM3XUNePw2mjeF8YTsNOzr4faKo1UR5QFN26mNKnw9JRVlEQk3p3+BVbK4FmpFcu0uGVXHnG7yZ5n90NaIbU9QkfEwcASF/q6Pq54dhzbb1nO5l/Ox+vpRS3yYoU6yT2hnKphe9DWncHBzcMZ89Qc9lz9KVNueQOp7mzs1fNJqFdiC/2Gmom/p2auANY+JMcsLP6I1jUVI/ooov/e/zi/oizgrijEU9BNtElELlIIHYzhccq8edqH1EoSlxctIJHI8OsZHyFZApfn/gtZlHA4ZdwBBaffxqjTi/6vueMn/M84ZqtJ/oCKIAjUSRHeiV/IDjnNFYfncSDPxsS/TaBnch4fRM5GnnARLdFqfOddR1NTEYEZU0GUyRmdj83tINqho+YopPo0AoVO0rGjC4CiLJENJZCcdkRZRBCsfpOnQKDf7vSHC2bfru/a3ZDuQ3D4IRPDWej5DwIWVRtadxQ1YCfWkkDAINmRILmrjmQkw9Jbt6JrJk/OWkVzG7S/9DaZhr1kd68gsmgBrbvCnF/8b+L+LuKP/oKi6gPYDv2JUy/4CJ+5lNGDDuLTEghOaG4REX1n8/xN12FVP41puMk9sYqYrZjym85i8uIr2LesheZkLfYhUcQByxGiRQi1NyHmjaR2hpdpV+QjZtPEm6MUTCo56licRa8RXzSB6MoDiHIx9z0sM+iky6gcdw6jTqxkeE0+M3qjDL1xAqKjkkTKBLkCwcqClULr+CVG8sv+4qEex2i5G7X7PLRuGV26hMwXbxDfsw/GvYlQdj6aMZaOz4bTeDjCh59cCPQvm9QvqGNv2qJyeACtL8bhvy6i8IQAhqsct+tjCofUYctdiH6chuiBDzYN59qXT0auPY1v3puCwzOfgacfYMC8UmZsuY0ZG29l7D2nsL2pmsIrSsk/J0XwhB3YXQk6vz7A8qvX8+r4Zfw17xvizc4j14ATUoex+T3ovREqhvtJHlFliLJAsitFaamXnu4k7jyFVVuqqXjoTgqvmYfDkaFI7aB9dQPhl/+Ne0sjbx23iIBp8WLJGxSGY+y44TNiq+rQGuow1m6kUk3SWx9nrORmwKQgFYVuRs4tZ8adA3nypEG8fO1U8k8sZ99IL66LS8lW+cibOxh3qYehZxZhc8gMPj4Pu6gy7rVfYfcrlN/wc+wBJ55TZ6AE3Ah2O5lsgHTCg6goJJv7JyTEmqB3Avtu+pyeL4vRw38CM4LWew2CYGDP/SdGYgFGeg2CJKKFv19iS9g99PTYGTrRhmKK6JJF774I900OM+4kBwmnnTl31NBUleLCR0dTWeTntgWnkF/u5uLHxvLU/tk8tP5Mzv/z6P82tfyvxTGbWX/bGCOZ0NYaRRAFksn+SK/u9iSBoEp3ZxJ/sYN0/Oj0c8kukWpPoPhsxDtSOHMVwg0xgqVO0j/y3xAVGa0zjOxREWJxwCIb0ZBzcrA0rV+LbJmYLVuwTAtz1yKMrjCp3btAciLrHRitD+BU/aRevJCCISabZt2HlhL5+prleGwZbI40Pfv8TDl9Ox2LR3PqnR+y7P2hHH/NKlrWnkj5qDoKCquRRBW7oxMjeCPykpdYGJ2HPv8V5Es+w3j8JsTK20ntPoijugybrYSWT1soOmMqsfaV/cdtk0h2a6TaYqQMJ7te28zOVw4w5eFxDJhRSXjhGviN7UiSjKM/LUbpV7LIAS9WKoOkSCS7jk6fEe12ih54gM7H/kLz2zlMbpnKKae7kGIa2ZhGpr6TwPgSqs4fiZlpRDC+wtppw9pxLXLOVMy8BHroDoRoGsGZQXSOgcD1aGv+hT3va3q3VdG8t5Lj5wwmvHgxsU8/pWzOLNa/fOZ3v2HH0zuQnTIbDye5+PZRtL6+EvfQUozmrRRdcRxW88vY7OUo0ZMQPflYFW0MHNuDtVDGPm428e43MbVK4qFSGu5/Bj38LfnCL/68BTrF/nQdew6y7mHIaQmqThtDTrWHQJWLbORBAEzLQ6Z+D9mYCFIL+eVfMPeSlZg7VlA9W2Hd7XHUhMDPiPP+yDc4s7aTpt+vQXSojBnsRLO52Wf4cZXnszUT4c6HxvLKlcuZ+vG5/OGuz7Bq8jhhaAnvP7mLP7z3czYWvMs1n5zMEyUfMP7CCnr3RhFEkdzhfpqXNlJU7qR5dRe5g510tsXJy1fpa0niDNoJH06iuGS6D8QQ7RLxthiySyXd2oWBQvPKRlwxJ4gmumSSan0M10A3kdh1pH1pvPvrEbuz1D46FSu5A8TLkTwXASJ69ElsvtuR/Q+Q7bseJXg9fTu76F62jYLpQ9lV52TjsxFOuzwPQ47QLUUJBqMYhR68wxSUQgu7IpGT66S1OYY7x05HfQxPUKHjYJT2Q1Fa66I4vXaGH59/TDjmfxuOGVlDf2OMgcm2LZ2oikxrSwy3T6GvK0VunpOD+3oJlDrQkj/2qZZItidQPRKJlh6KyjKY4R4CfZ9jpBJkVz2JLAXoeuJRtGyMrvf+ghWXCfX4cRWHMRMOUq+8RUNLFXkvnsfD/x7KrepDvLtsJGUlEUYVOelqCBAcVEj9qlwm3l2D9lYd9pl3cviGxdQ8cy17H17GiIsGkFvQSvbwQfwXnoG56hPk8/6BueYVLl96CtZqkfP/lIvV5ACnE0HMh64GpLJqMsaPwndVB1YsjOR2YETjqLkOtLiGr8yJfkTTLasSsZb+5JjooTieMhcn/nEMK65Zy7wvprHx8vlYlgp6J8hHpIQOH1bfYeRSP2YmQ+W5g9n73Baqfj70qO8XZZmiO+8iL6kh5u0m05PEWebFXe7DX5OP3dufUG32PI4jfyTyca9hdm/HaliC2LAFUc/BCpYg2NZDuw/JsR/XdBv4p8LGPchOG4m6DsxYDLmgAN+ZZx71/S2rmvEf5+dE7wImnzGeuqu2oV55Nh0LD5KvvkjyxBQs70PJvAORXAQpQEVhIUM7+luYJYdMrCmKfahJzUsjUVyXYJom6e4eNP1MMO+BVBuku5GSFvrhLpqWfk59QsNIZXF555IKP0NR9SDcnp2kk7l4anoQxG5+dsJB8JzLuAuXMuSMCuw5Z2Nbez+uGxaw8WcPUnjHbUjE2HX+KjwXnEr3Y/sZePMs9LcXUf2zCmy3KrQ0xykodNPRFqdklo949Ojzr3ht9NXH8RY7iLanyBk+kEw4g3+Am1RIIy/oY9O6duwuP51fxPGmLJJv1mMksrx60VoUK8H9M98hIAk8uONzMqJI22cdaNYoEmmJbU12BhoqPeES7DtHEv+qk9yRPgrNZuxj25DknH57XUByX0G292qMzDpk12zM9Epqrl9MrGECme4Y0X0dqFVOBg8OkjNpADjXopgmjZ/tRM1o9Hx1gIGGg8MvZ7CFU6zfdRhXSuaNWzahihLfbGnlrRd34nDbOGFW+U9k/V/CMSXrgiI3yXSWte8cwm2KbHp2Hc6eMN/Mz+CWZYrUw4gLH8YrDKHttutx+2pZdvyTZCMK++56GU9UwSaHUWxxOvpqUFt2M0AYj5UM05bOJRus4Jn6Pk4fPgpEla2dacxDMllTYPriv7DQuYBTPvgrSx5+gYtPuIutb69FGFGElbDTcKCHeb8dQ9vrS3GcdDaG+SxSaS2WuIpsOIHsVtBCCcTq/kQZXAVgHN2pKEgOyHSC7Ac9DN7hoMfB5cf6lqwFEVNLIqgujEQU2eMhG47hGOZCT/SrQ77V4dlcMrG2FM5yHzn5WRLtKXpWrmLwmDqEjBObTyX8jR9X7n1Q0YU9dgAMASNqQ/xsP/7SXHKvH8vB+bvZ/sg3jPr9pP884U47gy4/OmDg08f2YWxehz2UYdLjO7BX/gEAMW8U5I06alv9y59DNoYx9Pew73Lk3FwwDCzTQnIpBC68kJbf/IZ0XR328nKa//Jnin4xgtDeDIMDaeZelqR1/fWII87jL4/VcdHJ7di1alT3uyT0B9CbNRyVkyDdQm5BO4oSwVj5a06Ym8Sx73XEhjANX3xO75bm/uGVJcquKsSb+0a/daw9gCjmkl8dwnHdeJylPlwVPoy3f4V63oNkVi/Aku1YOdVomz9EsV1JumMxVNyMXdhPMK8PoWgImdX9WnXJBr1/uw/Fr2CaQymoCZCKfU/ElmXhzVFoORSmuNTDujUtlFS7SUU1DnzWiWFarL1/MyQTfHrvdtJxg6XRDh4+fTsDulXW/2ItbkwSzyc5LPeRcaSozDqJBCWKJYPRNXFcNTnkZDUuPn4Y9Zs9iIrEjh4DZZBEIALqN+309qk0fXYuFhni9W4kAbrXd6FefgnRPUuwqQnyxvQ3xFhWGkGZTLbnHYTEAaRkETkla8hW/hYbxeDWuH7BQbS/D8G+3uJ3V4q0HyzHfkgmFM6lr9tDVa6MJqvU5BbQ2p1hQJUfm0vi/ndP/X/ijJ/w/41jStYl5R5amqO0Le2lBAd9O7qpshRaMzL5wwM07igmZ+ZJeJ5uIffm37P/pXVcvO4SVl26Cv+cKYQOajTuj1F13nA631+L65fXot+wAPvZ94N9MYw5GVv+F4SlIkoqXGS/qsfKmmg/cspzOG10tsX7ww+6Uwyv8ZGOZHEVOdF/FH4gqXa07hg2r4NsOIXoLcTKpMHuAevbrka5n5wlJ2S6+9NN0s1gLwAjhanpmLpFYucesj0etj+1AfshG4MGbEGVRdTCJlyeRUy6Xkc/+Cz5VeeR6BvD3Ldd6N2P4JhTjBV6g/M+f4inj/+Yu1f4EHufYNyrC5H2voWZqUBw6iC5EIK12NQvsAa9SPu9zxBImUz/YA4rZr5PJpxmwiNH62p/jOZtIZbcu4PfPPAv6lfMoWFRJUNu9P+P25qZGDSH0R0D0N+4EU3NwVv0MZahYGYM1LIgoigiFxQQX70aTS0n0awjRv+OZV6BpYvEv7qINZ0B9q3p4/Ebl+MatZVYtQnacKSBKmoKaPkGZB+CHOAPL/0bIf8qyuYVIfiKMHcsoHqmi6GP9j9QtEiaRO8CstpjCJFurFA3ZixJiv1c+aeNRCMZEnGNMWXV3LhtEX5fO3a7RrhPQsm6yIF+Ro53I9gKsDJNR8KJ+yG6nKgzriRnbD7yikUUJVZT6W7l0CNvMc4e5sufv0ptJMn2e7M4LAGHpvFY9VICusjbl64nrJm4V7SwX9YQbDJDT8jFtibEOwtn8+DJq3giPIfLg+9z54KTUa/exAV/GsFXj+5j6jUlNK9oouZEDdGRRU8EMPuiuIoK6NsbJqfMT8u+MIWFXjKJBO7CJInug3gHRYkclqi95jM+vmEG227sxUiPpfY0hUD1Igxj8ZH8OhC67RAOISg5qOps7AP8uKvzMG2lxBZvwwpmaB5/Ca/evZmLLlApKUghdJaSWH6YkpOK6dnWybhJA2h4ZjeVtQF2r+v6H6+bn/DfwTEl66pBAdZ+1UzrOIOctA/lrAEEe2yYW0PMuHs4D/6sC8eEKRjm+9hLyrA5NtHXmkLx2kl2pfEUOGlc10tOmZPsj9LP7U6JSEsKb0ChrztJzdggRtYCwyKbOaLTFo4OP/AFFcK9GbxFKuloFsWvYBnfW6pqPUkEh0i8vhMzk0XW6pAiLdjsjVib/gJoGJ9fy+b15Tx6xccMKaihNtlF5+FyRp2QINK8gdGzgyRevoeSCWG6X5mPN0+mZd1+VBQGlmoowSB6yIdcOBnv5kWIxX/jVzfdieT9Brn+D4gl/4e99w6QosrauH9VXdU5TU9PzsMEgoQhIyBBwASomHXNeQ24htVd87q65lV31xwwg4ACigqSoyI5Zxgmz/TMdE6Vvj8GUVbX3X2/1/eP7/P5b6a66ta959zTt+8953n2IVZ2Q9m4FdG2kUTCTLLgKqzrp2NOHsLILcNk1GBIETAaEFwnQ2AxJm8ewcNemp+8nYI77uOMZZcwf8z7OEtd9LxhIEYqit66ByNwEKPjCEYyiFjQF2/WWAwNOhxXsnSbzAUDNMT0P1uyC8bKRxBcfrTmrcT03nhL6tEjzRhiFYJsQhRFGh54ABQF7znnkG6P0jJjKegK/a8NUL++GuWLrUx++By+eOkAPupJflGK587PAFBtH0LrXOhzE6RrId2EZmxAaNyBoK7BSEfQoyF2L+7B9mvf7LKxSaDy/H70KHu1S7nd5gYhC1t9K1fe0o/iMg9lVRlk774RoXAcaqyYzo3LaHONpPmlBpY99C3hFb0xZq5FNmdz8Q1r8SeHkZbdyLNGUDzChrJuLYn9EkJ+PuKBRvC6EMw5JBwWMk7phV9oRai0cd7U3rxzxToeq59Mju9pWup/w+ReH3DqLT2wLDtMR3uCEVOrmbeqlv6D8hBFEZMkYhiQ291NMqLg6+YiFVJwlbhIdaaQMlykmtoRswtonLeFZKIFI6lxas5OXl01lu1GBylD5JYrlpLVPYwx1I4U1jFy/GQP2MWOL7tjt6fxeKMY3m7YsuZ2jXX4XXRhFmLNu8fs+0NxL5v/CMl1iwjOmYvZUoLkdqGFW7HmOYi0xgl26CzZ1kanIhDtTJFb7GTt/Lr/hajxK/4VftFg/Z1iTEtzjJISN+2tSUrznCSCabKKvi///g4Wh0SwPo7FZyHZnsQ10EcqrOLOt6GmvyuUgXRSxeKSCTUm8PqsBNuT+PJtqCkNu5TAkx1C3buCwf330jFrOpWOZqTd7zOpsoNVX2dSnnqVgX1LSb4yjQGjcki8MJOKmlyMT2dT1d/E5tmj8fdqovzE7Qgd5Th650OqE6HqbATZQvGo07iqqDu9Ezvw+pOYuzmQ6g4hTngAlr+D8OAMtNkjcd70CMp713PBWWWkmkKoe1oxDzkbZf67mIquhfhniI6BCKIZMR1DtzoxYp1oW2ZAuw/jYBtWt4Xm3QplZg11wb3gC6JnZiL3qMBI7UIw53VJZwFDbxPQOz1EXr0Jx0UjGPPhJcy8eDYz79/PtVM/JTMvDbYMBGc2WF1oW+ZiTk5j4kWD+eThavz+AJV96lCNAsR4EsluPWYbXVcxmr5F8PqIRPsjEUWwa6idDhTDg9nnIl1XhxYMUvzCC13O5XIh+z0ED59C5eg1bPsgD2eeiWVfBPDnmTHSQfQprYTSvQADzWHGYtix1t0HkhtMGex+dxwV1+Ri7VYIrgLiO9vIyNvAxXuv6nqvdJLUoTeJB24hcaSQVGOYVEs7TbtTbN1XxzfhgyQjCiIn0yamcFpjDB+p8/I33zLAJcHyI5wgSXhzUmQP8WKpSiF79iMrAAAgAElEQVSUvMrnF67n9DlTeH/qFry5Vi59aDAf3juDUdPO5rO7pnH/7ReSOrwco28JtnqZ0OpWcnu6SR3jB+k6UPdkWGiojZJf5GLvrnaKq7wkjn5GMot0NHZVDbrzzCgJjWh7knhnms0LAoQbYzSujPHZZp3D4QCTC7I48bZKOr5aQ+bVN3CrfzqmfsO58/IkBHw4AJPrQYzULHTHOMZetYBh1TH0ZBLRpaBH4+iu3aAcwUjswtDa/+XcFbx+ZJfBnu2tCGIJW/9WxxfpBl4+3MiFNjsZbzexOqZit3YiapBf5iIa/Bff8r/ifwW/+MpaU3XCHWk8NRY62xO4a6ykoiqebOv3AdgkEA/GcWekSdXvwu0O0LpDwmaLYQm3880dS8lyRIm/cwfjT5WIvzWXi87VSe20cEtxEGFQBLVWoFvOaPTMTvLCPtSVb6BQSXz3HiojpaT3ufGdZKdbOgO5e3986jbMU56CRS9hu/VTcp6/AdOwR5CbFjDsfgGxfBwcrEMc9caP+pULnD4MlKV+jEQYKTMH42ACQbJifLcBLcoQbwOzHSPegcmViZKKI7ozMdL/5NQmC0RaMWQ7HPwCwZ2LGhGx9R6LO3cDSx/fSPndZsxXf4FSvwN1xgMIkgVTbrRr60VPoutpTPFazJOeZE7ftznvvBCeKi+n/H0in9/xJl8GLuCq+yb/qC9GtJ0xPWczauznKAmZpjUDUb74O4auYag6ebdtwlZuoLaqiMMiSLVJUuGeWH1pBKuCHnTTcVAga3J3YuvXI+fkHPd8NRzH6mslFvBgdoEgiSycXs9lJy9EsCSxmc5Bku5GFO0kzU00L3iM4kcvwUg1Iij1ePp8ix4MY7AN0hFsiTCa10rihUldDQgCyUgOtdt2I9hDSF4bZp8Du24w4dYq/KUOcqpc+IJPI6ghKL+T1PRFjL3/PEwfXk3uRbmo27Zisu5G9OscWl+Mt0dvJOsuQgdCePNthOq7AqrVKdG4J4JJFgl2JPHn2Ak0x8ktcbJ2bh3uXCvaUZ+22SVWLziCSRM4uOgIlT4z8R0R3jp/LfakwTt9Z9NPUPlTxeeIhs5z2bOwaCY+unEDbWmdQ5uCeNI6KUsBtliMc64qQ/9yDwUXjqTgwpEoTfVEkgkal3yNJlVi9uSAUg9yJijtiGSzZmYSy5YIJsUKYjn9h+xG0y8H0YGWttHwdh+6Pfbjebvn7jfpdtNgHL4kO3b7UGxpzltwOhtunc9dqyYzd8i7jP58PHU1X3LjX0dw9/kLKajyEI8oP37YUaTjKn/OmcOfIuf+y8/8ip/HLxqs8wqd6JqBJSFwcGk7lpjB+19EMBJRplVMZ0R2J9vOuwfVXkbjw79lZKmfcuUQ7WoRrZ1VpI8kiSVERJPADi2BqWIQI+7PwOT24HT4EO3ZYHMjiiLRYJrNd8/mSH0Ww6NezFfeza4n5tOzZx+8extJSALpgiyiwU3Ifc4m1nEYMasMQTShRuMIZitGpBOsboi2gTUbtPjPd9DqhVAj2LJBSxx/zWSFRHMXN3SiE8FfgZFKYvL6j6NUBTBkGS2+BcPYjyAIiCddhzD/WQS7xvXzN/LSaDdz3hnOqgs+xp5p5XcfPQ4rbsPIrsVoH4ap0Ya0cSBClolE7WZcFYXMnOQh0/cMfSbq+C+YiP3LxeiKhigfr2QtODORR14HI6/DAjh/cC2+v559DzxH9V9H0zJnGe5BvfDlvo2udFV+YhhYvDHKT0liG5pN4OWPybrppu/vP9yEoenY3d9gBOxUDzWoN11M59IGho7W0QQ7qfQ8SM9EjFgwPBo5l4NRuxlSQQxHFVn5CqLkQygcBs58EDI5/NFsamY9eqydpnufJX+0F/+IIoxwC0b0MN5gE03rl5NYmuRALMmWkER7ezmC+jmZPct4/k/zOX9UAed3fomlRxZoecQ7s2h4U6fqUrBkWIjUhvEV26nb2IkeC2OzGxz5fAP9ciJsf2oWfQIBdn/mR1Yhekjn4syP6OeJsmTEM/xGs/P6Fd+QKQsUuXXcopvBKQ+FNRl4V1kZ9dQQHr9pLWc91ZcPHt7KaW+P4LUzVvHAkcnc4p7NHWsnMK30HXrdeRL7Vy5kwk19+OS97YRrQ7hLPJiycjHSKbZuz6SiqAObcgTNHUJrOhUxbkdafQk5vcYhjTyfPlOqj9Yb3PO9e6ZV4vvvI3q4nXVXT2fs4u/tFtlZi+g6lUiDhdJyM4c7TDh8NrSEeqzGIbPIjpLUiHakERTY/O5hknGFG6d8SiqSYmdniEgkRTymkEyqaJrBmOLvi7V+xX+PXzRYf1cYk0Iju7uTuroQl9/Ri4f/sJzH1/6GCypmMXXm47xVOpfEqY/R+OoBwgesVA+3YTu8ncGvn8MXeXMZ9uxY7n7jEKbB53cpx/wEnF4zum4gGEdX6h1prC6ZUFMSh99C4EAUe97RUvEfFMoIZhmlPYRgdaDHgkieDPSOg10itFryJ9s6dq89Az0ZRQmLEEujbl6BEDKhL3mDVIvAP+5aQeshN1dWHqZun42aAWn0Z3+HVNiEsr83u8L96bG3H0qmE0F/jkSJhY0LRzC6ZhHJ8iCmltFI5v7curaEj64fwYCKNO3+LN64uY475zwFm25EGL2cVGA8xtDRROp2seDBOYx/9iZCuzTs+UNIvPo4Z/2jN/s3ziK4ehO+0QP/Y/vZKwqx+AsJrXET2+Ei/5JTEcIfIIh0EXIZAqQT2Mv8tL70Ev5rr0Ww2+mcPRvXhAkE5n+DtSgLPZ2PzVPFR+smUNLXw5ihq0EWiQd6E37XTeFNU9C/fAjz5Z+geHpjqliJ/s1YyLkd7J8iGA0QXQMdnZjUCJmVGcSePYvv0mj8ToFUvRV1nR2sLgR7Bhlj95AKXIk1JwdLvpcta6JsfPYAT+yeyNenPMKsjeNJzZmHmD0EPF3pkJJ5O+aiTCLxMZRMLMRtbmfcubV0Cwwm8vxbVJmHk157iDM8ZkwNcTTRRjJmZuDUnsz/3VZe2XMma854g5MWTWXP6KWMn1KI3aRQu6Ce0z48mQ2ln3HuU/2Y8+pusoZmY8tz0FIXw+k107g/jGwz0X4gemyrD77jB1GxZzswu8ys+8Mqxn1wBqgqaCqb9hdywchtiA4vptGLkKz2Y/YbOPpf21Y0dwk72/M9qPGuzBc1mUJpDdMUgUVPLcHTbEE8EKRcSXJ74RzalSj3F71BaURkft5Mspxhll79NWVxmQ0f1FGatpOd58BYHGTE0/0pLHJTWOimuNSD0/nTlbC/4j/HLxqsBUFAkkV0AXqOzaFuZphRl3Uj/ful2HPsXQT86S5Jr87GJLZMM/GOFLbsTJSYgtUpYxzlr5FkkfbmODmFzp9t0yQIiBaRziMJ7B6ZUEsSV7aFuo2dXdkfiR8SSqURLQJKwzeIljBGcB3YNYzOWrQ1b6BFwPozbcXTZRz82Itn+Ys0NQ2iZ9ssNq0YRb+J+wntLcIWd9GtQMbs1Ki+ojcHP2xk2IdX0fHknXivXcC6t2ZTdv7zHPr4c7z9Cmn0FvHpl1spzehEMQ2l99iRiGJXf896LszCiTMZcksxc+7fBrY80LsmmVTTCnoEV1FPBl4i8cSEhVx041LySnbSpk1AliV8pw2n/eOF/1WwBhBkCSOtgK4jWGS+L3oVQZdBbSZ6CKxVVdh69KDu9tuRsvyEFy1CdHlJHRGp/2YKBf73ue6BMbxwT4AHn5Lo2FmPvfsFaDsPInrK0dXvvxh1Xe/as07UIY/QINAI1jPAlgv2AgrStyOcvPZY1kbHh++gHDhCsuI0lNYOlNYQqZZd5NVMQ1YU2B9jmDtK3ZAK+nqOcGGllcz7n0EQcsgu24CjpxtMfsz+Cnpd9QlW7qRb0S6EdE/S+itED7+H81ITg/buwii/kPCWdpwDiwhaPAQ37qf3lT3Rp27Fm23DZJWJ1XbizLYQOhInd0wGyc4Udp8F/ehhtsUh0bgnjDfHSqA+httvoaU2htkhsmtJC1aLzu7X1mKRU6y+fRmioRJtTdD71hpm3bmFkaEkne+8RDoNbSEHfnsS0Vt0XKDWdZ14S5LggQjBQ1HCdTGijQlizQm8liay7A2oisiWix7B6xPYPOVeRJsFPW2guTLYsclMbPVIAnYzZ/yxHyMKHHxw2SrOn9Yfv9+By2bmybGLuXvTKbw+bjlXfzyChwYs4N5nTuLlmbO57NLex0QWfsX/Dn7x0XS5zagJnXAkSSyqHKUq7bomW0y0NySwuWXCLV2ViqHaOLZcB1rin4oKbBKt9dGfD9aGzqD8FmocbchrV3PJ+FbsOZ3oqoyjqgD77vsp7zsMY/Fz1PzGh/HpxxTVuJDCyxC9Bigm1EgWSsCMpcjFiqfPZMLPbLEZ1myisUL6fXQrczJncOKcC/j6qTlU3T8SGj7k4jP9WL2Q3NFJxpndaXx3GVJmbtcpKSDbTUQa40guC0owTkYPG8mogiljJ9E687FADWAySxiaga/Q3nWIJXmOpRIKkoPktw0ktitklVZzznMT2PQHC71vf5d40yMAZE0ZR8fnK2n/fDmZp4/6j+2nRRNIXmeX0nVaQ1NEUk1R5BIF5DFsmb+NXLET7+QzaXnhBURRw1pViVFWjsnlQg8vIbppDwdzTqVUf57H18wETiT45WHkETUYqT2IVhcc4z02o6fWgQxCaCHYI+BMgL4DYqsgHAZXGv3zk8DoGkcp7CJ6oIpY8wJMThsmt5On3xrHb9wqQyYWgiMfwezj/OQNXPL26wDoiSAtzz9PuiEXZ3kWJNsgFUAM2jDpPTG5VbTanZh9LgxNQ+h3N+4ei0g2N2Pxu0k0xcgcnU8ieDylgeQwEzsSxJVnI3gkiqZk0NGYZOGzuwkoKa67fB5xUwtfXL4US0CjKWFgqAZG8y76OWS+uCdJsSNJ2/wdCJJEIpDAnOti8V2bmPT6EDIeXU7tQ9eyZW0VG5r6EE6m2bLPT3xZHp2Pz0CPgih0vYsoi8gOCYtLxuozY8+y4iqyYz+4m4yxNbiH9cNW4EfyHD+n+gHP37WG2j11FPbzM/7WrgKrRTfb6Ffup2BAJgBWh0wipWOoOm2HIohmgTUv7CGm69x3wyJOPKOUyecdX5z1K/7n+MWDdXaug3i9QiAYJ3lMU9Eg3RnFY9NZ98FhlGgKy6G1uCQQrK3oK1ZCykXbY39gYB8nTXffwrUDrDQ2DKP3z7R1VlWITK+AiIiiZRFP+wnsFag+vZiKg98gjJlPx73vI5z8DI1v3of92d9hXvkgon8oqDGMtj2IPX9LcsOjyGPuAeGvP9s3S5YL/Z9yus12iVB9ApfTjhaOYSrOx0gkkFxWDMM4qpYuoKsqskMi2pTA7LaRDibILrKTSsTJnryaneeXYRgGgtA18wxdRxAEMorsGGocI30EDJ1kawjLCZ9i7TwLedIEQjNXM+C+G/j2DgM1oiAIBka6EQGN4j9cSu2fpyFnZ+IeeMJ/ZD+lPYR7UA9aZi8nvq8OS8SPvVsGMvsQqh9kzZt+LvhjI8GPP0aLhDFnuYmu+RpzURGJLVvIvuVmhFdeIR4JsW/pCdi1GWRW90IULBjdZuIcv5FQui+WjAz0eSdiFKuowRvA70CKRdEFAc2tYEqVgzkfzPkYbX+Evq8hOrq8QVi/GWHLDEqmno7W0YIRDDB03UE61ltpjW5Ej6/CSCZJRosoUk7p6phowm4203HEi691TxcBlcWHJT+BYbQhenNQd32N7HVgaF1izGavTHhLGzZvmoa1JqQmkDpjvD9mAaeWtbD76vtQNJHrz+xKxxvj0Vm8qY3qnjv5+n0fNX0O8XVtJb8dt49AUGGPJYuz+zVRPqoUpUEi2O5hYKmX1q1BMgdXEXq/kfIp1fQo9TLztK94sXgfJaWdRNrsHAw40LQ8sjMClA7pSfHFp/H85K855+V+1Jxb/LM2DcwKEFm3GdfVZ/3k9VAwyZI3D3DCwBzOveN7PzHZTbx3ywY0q0i0I008qBBsStChJ7nnvMVUKCK7Xt6Eq9rHttYoNf+kofor/t/hFw/WhcVumpqjvD1tK1lYucoxgzxDZsPFL1DhMrPoeSuipuOIHybhcbEzmWZwYSENDWbsJ/Vh4+NtjHvlXN69fhWnN4R+ti232Uo85iKJi+ZkGYpg0Li1jV4398BQv0Y0f0+cL5jNKIEgZosTIxFEcOdgpKKYPP4faSqK/4I93ex3oSvfiR90aSqaXRLR5iRepwM1FMHk9aKnkohyF2+wGg6DSSC1dR0+Xzva7jW4zU10GGGs2YvxZJbjKniR/P7TiG+fgNkeQ4hpxFqsnDCsF8lnvuaPbx7GOPhX4jaBtqW3UdRrH4IURxRrESw29PZm0gjEmmMUTNiLvmkihpzEajJRPjUbZft21NLXkPwFP9mvH8JWlseu654EwFLgx14fRJ6yBv1IjJQ0hZNv6YWnuidRdzeSm9djyilFMnWSiko4+tbQ9ve/I1it+Abk4uvzGu9f2YtxE6fjO7sG2TkIW958DPFzmLAdI70DQY8jo4GhgttA0JtAb0U3HcBIb4BkGENMQv2FqEe3ZKx2yK4uJv5xJ1gdiHYnZ405iCb6EKtOxZSZieTP4rOJC+j28tGVta7S8NeFBHY24R9Titrajh4M0RwtppoHMKkiJqsNffYECvrl0nDzTaCbcdky0GNNmNNZqMkcRtXsxzL+LFi1AXnCeGa91shdHw9jSG4tqeUzkQZPIfpFBxP+dAqrb17MjgU69Z4MTFIafzcbmc5O5OyBxHfsQ3AWEKoN4vTG0ZqOoCHz4UPbaWhLcPI135BefwoJTxbLF1TSENYI6io1J4Spvux0nL2ycWZZ6Tjybw7FAd9ZE2ifs5A9r6wl2amRao2T6kyQ6kyip1Til/fHK1uIJxR6nvh9qbjukUkkVLqPyiOzyEFWuZMTxuey0Z7k5icGU3/PZroPkxjz/unc/G/f4lf8t/jFg3VZhZevV9XTv38Ou3d28GbnBQzxv0rV27dxz9kfcd71xXgOiqzel8W4a6tZeOlSbp58CcKN7+MYcTKidQ4xspFdLtrbft4RTTYJQzMhqgKJtiTubl7SYQXJl4mhHE/IL1rNKO0hLFY3JEIIeT1AiYPdfUxTUZBE1FASc4b96H0qieYk0cY46Y4I6UCMaERi8e3fomgaF0+aha05Sf8FG0hkBjiyL5stH61g4Khmok+fTXGVH2PbqSCVEvn4LWp6ClhlA5PFimiPYLFm8/cP3sAk3U6PP+5Ccg6B8GFwS+zaeAOfrGjmmS29QXCgJn1ohYPIra5DN19B+MOVeG69CvuQqRg77sM78FQOz/yCfheVgeLGUFQMdxaieytSaDDxt+/BdfOrCBbbTw3lMVQ9ddNxfyv7fZA0Iw0di2REqbo0hr65FlnaiTBiDLFlOyGnAjUSpmPpFlyDBiIIGqlImpaNhZQOsmJymLGILwLrMQQV4/BpYPJiSEUIogUwdVWJAoIClq0WjCHdEG3ZCHIBSvA5RMfZSL4bj9nFtmMU4rAnMULNGOE2tN2NmNJNmEJfQksUIx0jr7oYdd5QRJMBgoBAPvFUd2IrahGdTkxuF26bjG7qjlR5JZY+hQj2AvxzxxPKuoe0konamiC07hD2pl34B9vonC+QaomgJXUWvbyaKyod5Cz9jMOJINEOC7vfqaOkyMPbxXOoGaEQc+xn8WGJsJZmV3M9m635GDP209PlorE1hT8/QG3QTg9bG6WX7aBKqebaKy7BnfskNscdCEfmMe/tWnocqmTryjg+Vebvl+wmHtlF+6EYPU/59xkXoiRhqSihc+lCovZ+WDJseLr7seU4cBS6efm1g5gzJKZM7XXslx2Ar9BOebGDc/5yPF2BzSERaI7jLbagBKP/tv1f8T/DLx6sq3v5UVIaHYEU35ndYjXRVBfB7bHQ2hKj0O/nwLftZBc5SSb+eVvhaKWi10p7W+LHDfwAkl1GT4KgQ7IjRd7wLk1F0W7H0FR0tQ2bP0JqyzKs3gDr32jA5XDQ/5zPMMLbUdz1GE2TMJ/eROrIUArGdSfVMhI9rGCu7SJdX3DnVSRjfjLdLcjZefgyg7QciVFycREd9hRuaT++btnYKruRZdQx9M8Xob2/HOcdn3DgoofJzr8PRX0Vz6RJSLs2gwCWHjUk5s3DLj+Kbizo6ovXDuYKxJQMyhEyikpIxZpQOqcR/vQIBxaU0Os6G/RuJfp1Dnqpgqh/gqkkRXC1iYlXv428IRM6GyDnXBL7GpEc3yJlTUIeXozeFCM243Gclz38X9lTrDwXvfZxcG4EyQdoSKN/g0lciTLXgVxYiKlnHeHpEoZhJrzpEKBjGCZKLuqkb4mH9A4n6GmMtf3QbSB4fosQ/ALkcgTnKETPuGPt6boOm4chBNshtRvUTiSlBSXnH2jJl47xqhi9BJS5jyFY7AhWF4ZDRe/RgSxMQnDmIHjzWPjIDvLuvIuyYVnouooqb+Xl5zZx/umDaKmL0ro9RqZax5XuLXibnwY1hqa62LOwmg2LtiGaZSSbTFLX2NFm43RXA+T0pWFtgEhLCWfcZEJy2hDtVkw2C6T91JzcSb7jHbJuvIUCeTaVRhZq/g1YbBKSoBH904Nk/+GP7L3rDUpuPJG61w8SalVI4ObEG0/F8DyELTWe5m09adt3JyXlOpUtpSSzBXYHM9nVJHLmXYWU9vORWeaksJ/nJ+32z8i55EyMZ/5GzctnHvd/wzA4fOl6dDuceNbx2ykTn+pHRomdf4Y/x07jkQjXPlDBwXe++a/86Vf85/jFg3V5ZQaqahDp/D7Q2hwyrQ0xMrxW2gNxPINsJEIqWQX2Y6XiCKD+oFLR55aJNXUQWr8PNRREC0YQbWb8p4849lzDYcKS3EtOTgSzECf7UC229Kl81ON18s7WyW44hZqrM2DjRpxuidYFIULObLoN9eDOqubgzDx6jBxC23sfk3/bfZSX/BmT/AJScBZkujAcvTnr8Y9g8Ns03nM7hS/czqaz7+fM6SMQJYnzgR0PJVGSKvYTyghvOIgt10/06EGgKEsowSii1YoWCiE6nKhtLZgyMjBSqWP91nUVQXCB3gEmH0ZqZ9fBYlzFZPktlsx51Dx5GqLvGrTanUSXrMQ8SEDZMAf5pH+w84NF9H7qQWwVV6CFvcQaioiu3EXmTVUEPvma7IsnYSqNkt644r+2p6n7JFq+3I+yNIx/gAcjGcN8ZjUYJhLr95F1220Yzovxn/EGiQN2Ap+uRIslsFUUQu95yO3FJNcswBjwNmrL5UjmydDyEkLWNRjRrzHStfCDYC2KItGBUexxCdwDwFqAEfscSRQRc19CFM3ouk7K1A/5tN9jBNsgEYFBdpT4vWjaZ12yZkaUC551kHf472iNXQNdolhpTp3GrNd24PFZ8WXbyKmSkbMlhIpbwJmPaM/Ht/l5zn7Oh/O0UxFFiAbTzKr4iGdnn4Ou6zyRPYez3xpL2aQCDMPgwKIW1r6wF0EMkd3Dhq/cgqPAhMmUR6GjE4osaJEoejRKICbTsq6dYKuMee5CskZuoKDvZHJOupx4a5IjC9+nxHEV3go7Jtt4DN8ubHlB1i9XMGwucgQVd1sHNef0/Zc2+yF0Xae1KcbhehlLQuSV615nm1RAoDVGIJCgsjiDlKJx8kUVmEzHb//lVLt/8pn+XDutjTF2KJmsaAgx8r/2ql/xn+AXD9b5hS40TSetaMiiwKrX95GXNNE4cyN9WjtJHkgRru9EblfZcMnrXDxhF8bS4RSXn8aey//IiAIzsbc2cYqkYZhVDj97EJvUhpBdQmJf3XHBen8kC7UZqkxhbLKZonMeY+XDX/G34Dnc7/Ay8rE3iE2/GfGMS0ks3MmYa0TkbpU0zxpJ5sU3oYYeRnJfQHr/ahCqESQ3QjwIshfSHWDNAjXetVI/mr0gSCbUjijm7C7yIznDRmpvK7LPjZ46vvhFtFlQOsIIdjt6OIzJ5UavPXSMe7vrgTKoARCc6EYHX60dy+N/0flysQOHLYio1OEcVIDR+Dzhd5oRrE4yepZiG/UkrJtIcJsbyWXFbZmFkZ2PWpsgsX0+2Xc+Rv1L88gYM5DA6hTpBQvxTbzgf2TT3Fun0vzsbWjpvUgZo1GUaRiBIRiGgbW8nESrAckA9qabKR5iA0PD8I0kqVsILXoFOb8ANXA9poxboWU2qukKItND6K02BE8O3ms6kH2+Y+1pmRppexSMb0H/CsRGWhbm0vH5PVRfuQXTIBdGWie58HEEzY/gzEAqvprw0wPJfbQvgikfwVTIOy8eou/YKi68tw8A9mQQ4bbXmT6tACMUQIvUo4WaOLAkh/V3JEmG9qBEd4Bewrzn6wimXuGKO2uY+uhQNLXL/que3I0tw0zVGfns/KSeVc/uxl/l5pQn+2F2mAjsidBS/1faPz6CGyu5UiuC52VEqxXBLGHp04/4xnXgiRM6cTLVU8roOPIK86/PYv/sMGXjrqPo+i3I5uWY4jMwyv9CpuM1mg0nPlmiomo3W7+QGRlXMdt/PJ33bg/wlztXsumbpmNpsLIsYnfK2NMlhBIhYlKK4WeV0K9/Lq0rQyRVlcFnFv7n/lDo5NvlDYw9uYLMaZ/8j3zqV/x7/OLB2uvrKoyxmyScaZGvHtuFLyKj1oVwSiYCKYmimhzadjRQdu1IIo+EYMh0jjR/S88/D2ftU3vIHOBk6OgkgYWb6PX05TQ/cAf5T9/GtvPuOe4A0J5po6PBSThqQpRSeAudx3OKxNWuA7hwEJPTjtoZxpHpQU+kECXpmGK4IMmo7Z1gdmDEO8CXAbHDRwtljt+KES0yqbbgsWBtzuhSaZf9XvSUgtoZxNBh3dw6tDB49y/D5d1LZFMTJquMHm4jMftezI4IqQ8nYirSSG09H/IDGJJGcdWJnDS2D1a7xO8fWgtbZ4LJhuDshnvqE0S/mEtq6/kmO7oAACAASURBVFrSe36Ha5BM/HALtiwN2lYjFJ6FpMwjc8hk6l6ci2/cYBJJG9sf+pKO+DCqQxuo3rcIwZWJnjsEuXow5qwM/h1EUST39ntJBE/DEA5AOoG1NYO8K04juXgaW2cNYM7mxUw9sxJPSSZisgVh3zbmf3AGTsNO+Qn7cTRXI3U60XdAKroE2T8O27l/ILF4LsF/PELW/d9n4ghxJ4YgIpmHIpjyEJR95PRZhNIyiJYDoymbOJlE6whsl5yLqPuIfCNgNtvBE0EVNmGoizGUMNc9kSZjownto67zC0EwcXf30SSXfohgdSDa3QQO9eTApzb631RJRpkTbzcX3zy5jZKWFH9deYDTz8wmvP0AInrXin7hQmqKwmx7bA11redw/vvDcPs0QjOmoTQ34vNnk33h55SNDqFMK8c8qAO1w4Lcez+JlSeSl78LoW8fep60A9PEBzCULCwbXyK7bBaDZxh4DjaQ2p1PdLEF54hyVNsd6LYezNulcJKo0ZThJJNspl+1jsumnwh0rZ5nvrmTV574ls5AkglTKliy7wp8/u+3MBbPPMCj163giwMX8fCtS1ny0SEG3Z9H3Z4AtjIzM9/ZSXGZ59g9fxm8gN+8Opiift/7R6gjyc2nfkZJLy/B9iSS+/tFzK/438cvHqy/U4yxKSKCS2Tsq3348h976SgoIOcEF7vf2E7PO0ex4tU55E7oxYY/LsWwFiA7NhNrih9VP08h+1zoiTTY7cdycgWTiB5LIrq6HMrpt9CqgZY2UGPHaypKVhOdtTEsVjt6NIjkcZKqb0H2u9GT/yQUYJFR2ztAsKC1HcJkM3WlysW+BCOEdvguJFuM9hcexuboRIu2A6UAZPQwSG9bxlenhOh/3k7q//gg3soUH9y9mtG9Q5zg3o3Vm8akJkkYQ0l1BrHUnIIgLUGNuzD0s1G/2YPrzDzo2EjP7qfzp6OV1YVXdTHNLbhrE2v+vh93xlf85jcrIX8gWBzUzd1E1h1TcUtlIFqgYBKt2w8Q/dsass6/hGiHxM7HFzDghXM4Mu0rTIEgMccATKFG6j5chmRZhOJT6X5yEtOAU5AKTkMwWfgpiGIOFvsSqJuNsf49hLwcFGkMwQWvIbf6uLamDSNRQcpUhu7yImdmUjSuntBemaQSQl/bgOr7GLFqCsKaFdC5CinjSlznXUfw6WtJKbMwUYimb0MwgS7HSIvbMYxlpNV2orsd5F/4OKY9NvQlDyPmJFF9f0HASmB2Dwor7uPmOT2YcY+AaB6CKOSjfdNE/WETJzx1OdC13dRy2wdw4llonR2kOjoRaEFTFfa8t49UME06rBDqTCHIGme4o2QtfIADW7oxylXMvhcXUdAnRPUTdxPvGEN3eQzRj16kZd8uzFU9sJ00jvjyhTDrTGwT38D2++vQOx7GkXMd6fZryDx3NMaGtTB4PGyeibGzH7ogYM8x0ytYS7K0g72r74Jd63B3ixGdWYAWHkPT4QB6SmXYifv5OrsHF/9tMHdUzyV8JdSboiz8+AAen5Xr7x7I+Vf3+lE2UzCQ5JGrl/Ho9PF4fVb++t5prF/VwKWnfoysCeTleIgEUwyveJMHnx3FoZ2dfLB7H0tua+WTzy44Vo143eh5uLxmwp8HSCVSLJi1n2kbs7l3aysn9MlGVXXqDoU4fCBIXW2IpoYo0UiacChFeyBBRyBBJJQiEk6TiCtomoGS1lix40pKyn6apvf/z/g/KTFyuswYSQMVg5amGG6flXB7it65ucQiClav+XuqUkkk3ZHA7JKJNSdw+C207Apj8bvRkukflYqn2zqRjgZrV7YFRTVQkjqaKY0R3Y/bGSW1eSlmc4J3HtpEtVVgjHMO7oI4tR/3pun2mXi9TejfDMZT3Iv0rt5d+o97l3G40YdPAouWRsgIYsRXgycJhkrm+N2k1DMozv4EybUPGND1DqUirgkNVD31FsbidxDu+QT1w9N5du0Q1LUHweiLkF2ALGxCHngObfueQKo6EbV2B6RCCFi6Ds1kP2iRH42lrutkVDjpNaUAQzPw/K4GWf0UwezHVbkJ3Z3A0tMDWhbtmxfx+J05XHBFB5Zm2P3sIgb84xzq31iM2p7A2r0HiRUraavNp+imc/j91FrGnu1l8/1HOO22d4kFplN60emIJZf96D2SsTTK6+eTbM8hleiHGjPAeB+5qJqKO0/CWdJCau9faJkbR5R8GKlmev12O6m4jBgxYex0oVKFsfsggq8Q1+VPAKB1tmHzhwENNf0Rul6PFALd1ozoHoJoGoAm5LHp+UYmXXItFDWhNJ6BKeNuZPks9PYjlD1kxpRXQl2tH12MoeuLgRDOU2Ik3s9DffftY/0Yc2o17W9vR3K7EJ1OLE4zvfruJzV0DJ5SF95KN9vWt/Px1PUMLOyB+crLCF30OkHFxyeP1zF13h4Se+/hxccu5OrBf8MIO7CW5CFqrWhbF2LJb8XSJ4Yh2BBMMhgxkErBiIO3AtQYgqsIDDP0XIag1pPSn6N554U03XWAkvOqKDrpU9AOUzennOWfdWPNhgKs1kZmbpfoU+KgrSPFAWcK07pmNhxu4ZkPT2HM5PJ/OR+fOWkxLVqMb7c1MPz0rkPEnFwnHWqS0kw3RzYHuf7GAVx8TR+uPXsuRtLgozXncf9Dy6kq+ztvvj2JXWvaSCYVPlx2Lts2tTBp/HQeum4JRkzimoFziLkVkpqGxSLhcMq4PBY8XgsOpxmHU6a8MoPho4ooKHZRVOqhvDIDj9fK0KrX2bOj/ddg/RP4PwnW2bkO2htjqCmdtuYY3iwr+za3k1PgIB47flVrskpEajsRzZBsPEiGO8HhZhW5bQsWcxPpzx4mEhH508AFlOlevG/fR6Oq84fnTgFVZ1BpK40xC0kxDZsu56yTB5NasZ7q4grWH5D5rLMXKcXN+MtiiLpAt9+OJfzeXug7G/e8BxDzlyOkH0PPGU5pRj1GqAlx9IWweSpi5Sz09n6IZX9FaBuG1Ks/xurVkOr8vgO2H3KKHM1/MVkg1gpWD0awFsHWC1IxpAxfV0qhyQSaCkoSQ7aASQI5C7TjtRQBav/2Gabl26gZUInSEeHIM1vodtkWDMmGpf+jGC1PgtaEHrNg3/cKk86ooG/hXlY/62LgKxdz+Pn56AmF3g+NoOPVv2Hyp6getZTX3q1AwM7ggeUseruddLe/smv6LIr6foixYxqCaENV4PPHzqM2YWZzi8bokomMP1/EObIn1spKLMUFCEe/THVdxWRbSXb3FZC2EtsmokQfZuVNzQx/2ofV9TJGog10M+aRF33fQU1FEGRk4zRI9oFoPVrbcyjdBHQxgMYexOxOet4jE//HSsSSZqQeSVqWT6N97nq61QSQKk/ElFeFLIuEg168vsEIQh4Ne+zMmJHg8e3nIooiuq7j2H479hEjkbw+1I4O1LZ2EqqB4+AyEtuSRGNJlDYdS7yMqsmF7HzoU7LH96C/u510RwvmnFHEtsa48PxyzA1fYBvZQLxsJ40burHn8fGUnqZywuhdqKITQ4+AoSCKDjAMDMlBoNFK/ewwvXrHMAIjADOSL4aon0nv4bvRNi4k3l1DFfwY566g/tFhtAZj9C8Ns2m3lyvPqmb7+hYyc+28tmUKrz+4gccuWcGB2zu55uEBP/Kft37/LS1NMT5acz7nT5rFrBk7mf35BZwy/F2yLTbs+Rbu+ssIHr19Bd17ZTJGzSFVIXDjmM94eNpYLr7kBK64aB5FupUZ6y5GFEVKyjMwyQLTV5/HE2ctJhBQuOf9UfQ/Of+/jhUlZR5WLq5lwsRu//W9/1/H/0mwLix2E2iOEetMceC9HZSJZmhR2H/LAi7J6KTl91eREkbSMPVaSHdj3llL8Oe20c33DZZsA0t1N8RonKUL+1N5eTtfzR/GoNsK+frFJGW2/hzem2bkyTKDbijnqetXkZuysK9N5fqRq0k9+DzyeVfgWLKYi08p41CtSP16P6bSSuA9csb1JPK+iGgtAtmC3tl+jNRJ9PgwWveBJfcYZ/QxfCfpZXZD8gfB2poD+g9kn3S1S2k6EUCwezGad4IjE5TvDyqNRATB6kQL7EW0WEjg5sAKC2VujX/eQS6bOhlD19ETaZw9CrG5QDu4ng3rpnLCGU9j9/vQvQ+S+PIBLCf/nkrRy+55c8jObmTLne9gFlTUpETjq8+RM2kyoqFgtM7m3DHvcN5vX+DjM9dxxnvDWTV1Bb1vnoApay5kXgC2GsKbg+jGfrSgi4H+ABcuuRWL/acJekRRwpzxJDuffY6mFV6ETDeCaMfsMhNuKMdXcyvtM95D8Y0g9foqdG0mUkaMxJ4M3NUiuZ9MQjDbu7QmnVEMI4VAD0RhAKKYT/7Ix7Cos8CThWjPILm/kYC7iRNu7Iau16Kk5zJm0j7i0SQubxjDWEr5iCCX3pRNxwPzjr2noIm0zVmGPduJ6LAjOh28u6mQK4aXUNQzD2uBH+shgdi3X1M9IYMt81ro88y5uP54G1l/sJIOzSZRN4zCK2+GZa8h+M7GfnAL3TIPUfTZKyDno4Xq0DQQd9+N4fye9VAIzCJQofLV1J1ULtAx20/B0NtB3Ea27Tlkj5Wvv+qPOdvNP94J8uQHjez7NkGbHuWKSVWsqW2jZmAuL332LXklLgCueXgA4y8q57bxX7Bk9kGeX3g6WfkOALataea9F7cTdKa584qvWPb15fz5wZWMLHudiK7Quzqb+58azcjRJUy+sJpxRW/TmRb4/V/GoKcMHrx8CQNG51NicZLvcnLbSfN56KOx5FY4sWsS7zy/hb9tOZs5z+7mkXOWMnRSEb97fThmy/FMjz+Hm38/mGsumMe9fzkJ66/cIsfh/2Q0yiq8rFvTQERQCFoEuvUtIPJlB0OfGMDjp31D1p9uofWl+fge+QfS5bMZfXMv/PIG9OAQxN6TMS/8BPOkx1HUGZjH3YEhzWLwlEL2ftpENO3HlquSOtROVqEDJaUd21IBEK0SyeYwsttCKpDAle0jEVKw5HgxUsev6kWLBT3cgWBzYsTCCAXVkIqB2Q/6d/nfArqeBNEOSmuXuniqq7IyGk7TWp/AEbCw/t29mPZU0vzVUmyNxfRfswE1YaKgoh5xw9Ogd2KsGIp/mMTBu54lr99BTJWdiMp97Dg0gI+fK+Khu7smoL5nOmL1heihAFjtBOosdG4PYaRaGXfXuyCCsH8lYiyMnv0YiekPYD31Rhq+lamfsZqaV+9m7SWvotryGPBELzrfeg33uMOEP5uPIJuRsnrhMu9n2ysvMeLh37LnlS04C5z4ilZTv8nOlm9qyC+N0/HlPqr7hBl5YQxSHaQ+fwfLudf8rO373HorO1+eRtV13dg98wj9r6xm0yNr2JVlx6wPpOcUA+/Y/th7PIroGI4l9zEin7xFcMsqPFffg1xUidD8HNbmDyBuAXU/aN+SDlrQk9cjCSkw0pS6dXLv1olHZBDsCDh5+IYAurUbgliDIOQhGbm0zN1Ar8/vQpS6XH/O2V/hzhUZeKYfpa2DdKATu3iI9LYjNG47hBZN0tBkkNu/hn1Pf0HexD5EPv4Ac1ExZudGGpZNxV5SSOK1S7GXBjDSBqas/uht7Zi0VnD1JW3tRDAVoHorULXPMesqiG7ImUJp1jf8fudYki1gGCqCWI0o9kITOuhUUyxNm6lcJ3LNn9eg2SVUQ8Hrt9FoKSDl7iDDZ2Pr1y1MOPf7lWhJ9wwUh44JjfOqZ3DjY4M569ru3D1pISMvKuG2J4by6N2rGN3zba69ph9npHI5lK9w2X3/D3tvGWbFsXb9/7q327gyzjgwyGDB3d09SBIgREkI8RAhyiE5CSEhwUlCggd3d2ewAQZmmBnGfbt2vx8mxrHnPP/rf+XDm/f+XLu7q6v2quq77rVWKzp1jQNg/ZIbgMDMFe2ZM2Ev7XrGsDV3AhNT1iO5fLz+czfKsi28PnQ/IWlGjBo15w8W07fh93yzdzAdR8fxZt/9TEncyLzN3UltE/pfYUWnHnG0aBXBmD4b2Hp03P/8g79Q/Gse9f/Pkdo4BLfLh6gSsUUaSJnQCC9KGnSJQ0ZE1GpRakVqCx0ojWpclXZEownJYUMVWl9V8cdQ6ZRYihzoAtRYK5z4h2ux17kJjzXicUsg16d9JUlCqVPhqrCgDtDgqnFiitThNHtQ+uuRfL+cXIsinrpqBI2MXHMOQVuGXHUTufgMpfftLBx5nON70pDPjcJbq0DK6o4s34eCd5D5geMnb9PVbwWD435gVvftbD+SzOpPLnM3P4jSu0XYfGpMsXWYUsJQKESEjGkIkgZab0IT7CZk5pPUBT2PXNESVcg0uo+VWZQ9hiBjLQDy1SVIbju2tfPxZB0hvEs8TV5sT2hGANknX6BCXEZI18E4yoNw7n0D7aDnKDwBRevPkrliGjXfv09w52o6zE+hZsUKAib1xa3QoR7xEv5PzEHTqCkENOaRqWex3SnHkm+h9+cJiKdOU5g7EWPBPsyHT5K5cBDJHz2F+foD7EGdcJ4/irvg7n8ce1EpEpoZjqfSTF2eBf+mkXRZ1Z/4UWkIjTLxNbyHMeNlFMYUNBH1SvjGIZPRNOtI3TcfYNv9PbKpF2gagq8GlGEIxi7cX9wVT8BbkLkJ2p1DbrcWX6AGveEgesVCdL5HUcomFA4vOPOQ7DuR3J8R0iqPitdnUPrSVEpfmoq/5RiavOOUfb+NuhMXcReV0UqrQREYRvigNsTPHsKGggZkdvHHnl9NwvR22C+cI3jaDLxRK7HeMaMp24kmohRiRoC1AMr2IKUkIioT0Rk+xGQ4jahIQRbNCJVqfEfnoLrWDGnX0yiv3sfzoDOCz4NH3I9b/AG760eun9FSvlNJq7RkEjxVtOrr5u7haIpEJ92GxJDs/wHDfhFJKrhbx+BHfxdM+uTFE3g9MuuvjubLAwNY+f4lBjf4AVO4hrU/Xad94go6945j1fYhrF6URYXaTf9X0hk+Oh2A/JxaFr1xlq93DWTw+DSOFEyjvNhGn8TVGF1KZn3Qjkn9N3PsXAE/3htFYYmZ9n1i2HZzPMOmpjO2zQY2LL/BkhtD6fNoEq/03sfiZ0/j8/13lSLf7xhBfm4dH75+/L9q/1eJP2VnnZgShNcr4XH7MNe6CIjR4f4nT0UlNQ/sqP00uKodiCZ/ZKcDdagJyf0HWVOvhMqgwFZsRx+sxlbpJqadCmeNi7rrtfg8EgaVkyA/F7UbFxHaIBf17UsYHMG4zSKJCUvpmJLApoxS/MNkntRvICUqgZmbRyFiQKq6iVIDHpsfslnEKHowBWuoOpMOzzTAevggxoEDUXi3gzEZIUBPp6gsjrw+7bdnlI98zmPLvoGzq6Fhf+SCO4AOYjrh2rIXMXkwvlOLEXRRyIICTbCayrwSAqM99U4fXiuiqOS3NySqwVFGZU0kPw6oxem8gSxBTHgdLZqUcP9eLZoQI27/Cfi5j+PT3KVkexWZq6Zh/vpD9OE6mrXfT+EqO/rhkzk99xgBTZsiPdiP1+JEoRbQNQjmrL01QTfuMHBTd2w/vIGpyzACVx/Fr4UeR0Bbcj7YSIBfCZqUDB5suE7z10ZTt+xjgt/+5t/qpwCEtY3gwcECun3Wlm0jDyP/IrsYGK/jVqWe2O9XI2qb/tZeEEVMw6aiadoW83ef4755EdO4txBKdyCIKsTms/A6F+CuuIZWerJ+lyq70Go9SFJXEAygCMAdbUc2yCgVGYhCMwRFNLYb5wn+fg5KUz3B4947lyk4XEziyHTsRXVYSyw4XPcQa3Lwnr+JzWzHV5vIsQV3aRHuz55Oy2kysgXK0FAKlmwjrE8SsncdohJkaw1CaBKU30dSXEEd+MNvfdIq5iOKIhXfP4kcUIG6YQoY0lCEpCOFnsPNWrSqBWiU/bh/qphbx8/QscVh0oMrqLHFoyoPJc55AIUeBs1cwciuvdl/LpMz+wuQHTLeXyqkLp8qYdPSm2y+NhZRFGnSNpzHXsvk8xdPUWt30LZvNGMmNeaV6QcwupVE+PS0+ziN6U/XS+dKksRjPbYy6flmNG5Zrwti9FOz7tRofvrmKvNfOkbM1QqO3JzM+D6b6df4e6osTuZP7A7ArLfb0H9cMtP7bqdxqzAmf9CSjB6RPDt4J5sP32bjkTEEBv9niQOlUmTrsbH0aLGGRzpF061vwn9s/1eJPwWsI6OMeD31O16LxYVflA6f6xf9DUHCWVpKcLAF550zBIfnYK+SECrq8FSVUrH4a3xeD3ef/4DmzbxYFo2jXX+ZYU8+QrxKZFaCC9e3PjKNRnZOlWgr6TAIPnDoqcmrxOPyw2rWktjZhbe8Gn23x2lSs5K2P75N6UvP8fXht7k65SPcTRbjPnsAn8WEMSYCKW8PyiEfo7o7nhlLH2HvI2eRGzyKoMhCckWi1EeBZAFFLLLvH/QQBCV460BhAFclqIPAVgAaI8j1deF/BGJtuIQh7gbKZsGg+ePB4i/pHKUW7OWIgh9DZkkkvjQE2emi9ueduG/fpUTRiOqyCvJui7SMDUC6eJNmH42jbvF8VJHREOPBXqqmyKnBu2YzIZ28NH37Dc4PXoEm1IAhMRxddCDJNhcdeq3HsfYw6tZ9cB7ZjNo/lD2bW9JlOlQUS2TltyfePwyF5xKGroNwXjqJefVnBEx98d+Of/q0xtxacZ3sL87S7YOmxI9M4fI7Z8jbepfmn01G1P7rgyh1YiOCXvk7dWsWULnkXfwbG9Ck1YO6qFXjsbdAaP530DVGUMXgqs1E53cEPHngKUTw/IBgrURVWguuPPDsQ61IpWD2ayhUPgRAKvKjNi+B6x+UovLToA7QcVHpwlwXxMQxKfhuVTGjYzHtNk5Dsrs4NXgxUU9NwpZfge12IRERp5DjavAZp+IV9qHJsyNkvI06pCmi8vdP/18XM//xL2E5sBvb4VsgViPZslBl2tH2iserfwdBCQHeCkI01ThUCVhO2EmekYp16Ur+tqUdj7/cjJ8+v0douB9rl19j75c5+HlVdExfwWsfdmLlvEu8uKA9UXH1i1FRvpmlr1/AhURYuonS+1Y+nn+Szm1iOLo/nwq9kxatftcTuZ1VRcO0QJ5+t+0/jcfYGU3pMSSRCX03MbDtj3z1fX/e772fhgEaWrX/fQzjUwPZl/d7BdHSjy7ScWAchXUWumWsZu2eETRq+p/TInEJAXy2rA/Tx23nZPY0wiL+s479XyH+FLD+lRjjr1QzTptP8bPP0SAtjGWxTqJNbh58+A6CMYKcK3V0aFTJnevxxNp8XD7SnLbPNyDvnpG0uRmU3T6O1OoFIm/s4uLaEOyuaOrOXCP6hamcHLuKUUeH8Z5pI161Bq1GxJ02AYXjJC6VBmWKEW/FbhRpnRBYhtqoBqFeqlSh1eCuMiMajfhsNgRTELLbUS9u/8suUFArcJZZELQ6JEst+AeC/R6CKhxZ+gewVmjAWQRKE7grQBMINdcRNIY/6DaD5LQjedWQf4qQ5AJEr4B8X8ZbZqZ20SLUTn/yn/gShTsJvyOr8ZlF9uWE4v37Zh5ds4SivQMIaVmII8dOo+4/4VfRmSC1CpPPjPPnBRgia1EkCVhv3aLc8xzhxvOYut1FiC3m4sxtJL85AoVtI+UnCnHd20+y5KXyQShZWYm0dh9EZfIj6vkPsa7fwYZ3nUzcMQ7rV4XcPWXBdjeSlnlWjBPnUPfpizizzqBt9si/HH+1v5ZRWZPI357LxflnufjeWYyxJoaeGIs+7J+1Jv4YolaHYUwwwnE3trMaJL9Q9E1l9Ol2fKHvY1VXIst28AocX9CMPpM7g9oIopGqs5Hk/9yFdq8Afmmgj8DtycH06CSCO6YjiiLOE+Ws7nGA8Tu74CiuxVVixnSnGkWlg6Kdd6jLtRDRsxlKtYKb72wivJkFlUnk9LTtJAwIQfTeR/AEILEBWaHAZ4pAHdHj3/ZHHd+Q4Md/F8eSnE7M2zZgXXgC/152JNNbGLwS3eals2FxCzr3bYIueynLLzXFbEgkVnOI04f9KSuupeBSDcFhOkS3j3d2DGXGqJ2EiDoGTkipv7Yk8XiPrTRsEcChawX4+0u8/mon3n3+CAcO5NEgwsi0N1vy6JCfGTomjU++7kl6i1C+3ffPXp2/RmiEgX1XHuXLj87yQp9dNNIGEBXlh1ar+re/uX62jJ0FEzH5a/jg1eOM7LaOp15pw6w5rR8SivrHGDQylROHCxjY8UfO3HnsP369/RXiTwHrX4kxKkHBThJ4csnbzA/5lLLqiYyPXU+/EfPIv3cZOcCfHCGIW7kF9OjXEd/n3xE8bhTyvBX4dW0Di7JwOf3R+wUi28woQ/2Q7E40oUYk9y/6GwoBWRBQqhVYSxwE+etxV1kQTTHIbufDAKxU4qupQWHQ4qmxoDOZ8FZWIvoFg9v1UB8UGiWOMgvKX0g1XoLAfBGhzIbssFC3/jPu5Hq5fDmQjMxQts87TLcmRhoFX8VTZyQiowAhZyzOGj3uD4cjihrkzx8F2YDy7nYcNjUYvYiRFj59ZirPf6zBc9OfkG5J6L3n0SVkoEgaxLNFoyB1BRRaCV2WilSxjfikPkiXPiUitiHOEzcpOBlEzNMvoi1+AmveeU5vGkGj9NM0ePkglXdbUnbkeRp/sJAbb9hp+1E4AQ0WABLE/IBjw0qaNQvFcSufoJkfsqTFPuJ7RxNqyOXs7K14dEkEBilxIrGvzwriEs0oFdFErvgabfQWVNHxKMKjUEbFoopLQfzFvUQURRKGJJEwJOl/nC/esiKcFw+jik9DGR2M+dxBbM62RE4binnVx0hWM1HTcyi8H42/JQqFoEMTtpiCe7NRSH4Q+Ro481Ebs+sXS5xQdwUqakjpY+fOBx4kz476eSB46JWu4drcjSgMGpQmLaPTKhB8doxNu5B/MpuMIS1wV9YiFV0jpU8+li9HITva0SDotLy1UgAAIABJREFUCkKEHSIGITj3o8lORdH5/X/dJ3Mpoj4AUfmw95Co1eI3fAz6DBPSyTxUwaEQEwsO2Ho1jMl/03B3rT/bzoey7nxvxnQu5VG9hpYhHnYcK2DqK534+Z0brHz6EkevT+HjJ44zPPpHXlvVhaP77qNUiSw5NhS328uUSVsZO34TjRx6/DRKFHFKvl15iVVbhzBr/C7qap0sXffvgfqh/4O93lik1uGl8n4Flw4Wk9mjAS+N28uxXfmoNQrCo43ENPRDkmQ87no99tc/6kzX3vE8M2kX29bdZvW2oUQ0MP3b+3y8uBc9MlfzxJjtLN8w5N+2+yvEn1YbYzSpEb1QVvU7sUWSJLQGJZXFdvwCNdRVuvBrpcNp8aAO1CJ5ftXfEHGb3SgMatyVVox6E76aClTBfr9Qxf/IVBTxKgRElYClxEl4vAH7/QoU/sHIfwBgb1UFCAI1h87js9mR7p1C8vMgV5cgX/sEUVWJ64cpKLQ2PJu7026iRN6n2SjxcSrfy+28KF58UkKj24Y2UoVovkHT5KscOjGNbZtbg1aP1ZyIOr4Yfcuu1J6BsLcWIi6YhunpxVi/mYVx2qfYN/8dMaUVlZdDqbtWRubMUVQ9uongSaOo++QoAe1jUZQawCSAewMYMpArvwZTd6Sa1Qh+A+uV6dwVYGiE2rAI0ZTC2fFbCGo7i9S5DQk+8AMlHhPxp4O5umkwCpOP8NvBhHa/ixjyKZImDtlyAt/dYpRpHfA//iOq7gPY8+JtDOE6Oo11U7HuGo2/f47snbV4bV76LmnLvdcX4qgxEvfMQCq2nUY6nYtKcwu19hp+0TKC24YivAGBz87/rfrifwqn/W1sa7JRGFOpPn2WRRuTmPRcc4q/96cg9jKtP34b67dvYggP4e7RXL66PpxPV4RQ586g3+t65DobwrXRIOoJDNTTYogDpFZgbAjacALMO2j2ohptp2dQatX4zBauP/4u8W8+i/mBE3uxBfsVCFadRGvfgcfbkGNTdoK7muQB6SibZyDUruORN04jVVQhq2VE5w4EpiAFOxCMkb/1xZZ9D+uVm5gcK1EarUg4wSsgaoNBVIKjor7eWgBBpceX4EBlNoJSwGIzoNKIWDZ/wxd7m/P0u2355puLTG32gJCSUHIKo7ghl/L2FycY2ykZh7/Iow038vyS9vSbnMK7kw5T63OxNbu+okKtVrJ23QgmNfueqzmVhLcJ4vnZj/Du60d5cuJ2bGYfz732r7+M/jHuXqri9MJcGvkHcFdno8f4JOaNPkhIQwP3Cmo5UjKV8iIbp/cXsu27W3gUEt2TVxGb6M+idf3p0D2W47en8fSEXfRstobXPu7M+Gn/3lZk67FxtE74lpVfXWbqrBb/tt3/7fGnfVeERRhQqRU4LfWHhSqVSFWlA51JRXWJnYAQLeZqF/5ROlxW30OfPAqNAluRDZVRg6PCisNrwFNZjbukBNx1WHZvxGCoo2zBh8Q0uEeQXIG/pRjhyGZ2zSvi0lZY2+kQd3M0mD8awe1ziZTOfwuvw03ptvNcOqunPN9GZYmRC4eaI4amYSkKQJE5FrW/D6HDZ2jiQ0l/rxVJz8Xx6Pw6PjjbgoCG4PfCdygUIqYZy1AZdLz0Y2/eX3CX95d46D8lEEMYGFs0QfDKiCrtL/ZYDgSVBslc+UtNdx3qECNeqwulUvzN9kxQa5As1aAy1RNvqndB5BNguwChs8B1CyFoJuTOA3U4aKLxeOsoyQ4jc+kkZJ/M6ZGHSR7/GM1ePovcrRH9voyh9cvNqLg4mwY96y2/BGMHBCmamsNbkWoKEAxuVM2CubWpgGErUri0fA9zDqYypucBXnn/DK99ep4hmev5/Jw/sb2V3P10L5UPZOJndCPx42eptcRDpxkEvVdPj7es//a/nidKVS9UaiWit5KIkSNI7dmOj+Yk4xnRGZVRzdHxu9H1nojrQj69umo4vNtMbn4bTMosIvVOhKDWeBu/iS99FnLGEFQBdlAakV0VUHwQVCX4zp/H/t0YSl+ZRNVHswhMrOLmK6u5/tEeinbfQ5TN+IfWYjLUENLBTeyoZGLS7hIybBuS6SqG1oUo/e4jySp8YSa8OgdS7lXk+BJc1c/gNN8HwJ6di9dxGKlbDFIPE86hVoS+ryCF6HGlPMCbGIjkNODrkomzZwFysgwuMygFamoMaHRKvrXOoNgbTedBsaz69grpc58i/e8T2GezcKX4KeKS/fnp7B0yhkXy5vpuLHrqDFs+v0mOqhZioXPbVZw6XgDAnpU3Kcip5budw9Hq1Ex/fAfzPuxGSngwOp/I6i+v1C/8/yG8Xon3+h2g7+w0whqbMCmUPP3ZI7yyujPZNyuoUTnIya4iLjmAsbMyCIkw0Gt4EpdrZvJI12gGt1zLl++fxWBUs3LrUD76uhcfvXqcEd3XUVvzrw2qL54qxueTKSv5a2tl/2k76+g4P2ornXhdPtz3czGpZbLWnCPYV4dfzgHCLArKinxoDp+lVZpE5fz9+AeFUPrSdIJNcRwftxZRljmzVgKNTM82amLzD3KvQktYzg0EwGOxkprmwhHiosochjImhaZDMji16B4v3B3Ec0Y/Fn03krodi2j26qsU/e0bGgxsScERf65kN2LQjFS8h/ajyJyEe8lTKNP74rn4NaKoA00AuKoRtAHItXfAEAbeh1MlKLTgLP8NXAVjFLhsKAKCfjc/EETwuEGlRbJUgs6IbDejDTHgtT2s0ieodcjmavALANtdJNGBbK1FEAyIznPIyjCw3YXKbZC5D2/OJ3g1YRgSwjk8dgthHWJo8v5grr+2jVYr/o6kGofsP5KQ6CBCmtSr2sm2W8j35kFAB2rLglG5jmLsno773idMWWjEcGkRHYfHE/HybFQaBbHJ/uh/0YZwnxlGwbpQ0uc8xpWvb7JtehFdhm+nQaydux+50IYHoe86CPveDf/1PJEcLfH1+hS9+RzOvSsYnajFOHsmZzcXMv/4cI6P/4m7BwViTQKCvYhhk9J5edo+Nn6zFJWkB6MRV+m7CGYZZWwMUjNQVFbjCjqAVv8MknwNTcIklI7PMQ6bAHlHQRdB9CQj1GYhtn8Gb9EdKr+5hsZXzv38WKJL9pP55i3UoR2pWZWDrncEcrwGkmSUtnxwisgBsUjeDXg1cRyeuYy8Yj+ulhkY1jCEzh3WI3gSEe0C7uo3UFaKqGzgSbqN1DgQ6efrCBkG7HdTsao7EFi2i6N7Y4hvFMDun+7xzjfdmT51By1bRdKuQwyvPXaAmA5hqLUKHHkeUlNCefPZQ2S0CGPlvWEMTlmL3q1kwcI+FJbWMWbwRvoPTOLO5gJGjE6habdYtnWLZc2qLB6dsIUUrz9rD45kzsz9PBK/jDW7hpHW5F8fAL42dB+CWuTQp3cIitLRoUs0sizz9xknmfx0c0pkO0P7rGPCpAzGTmzMmYMP2HpjHKIo8vqnXRj9eBMm997Cvs33WLV3KANHptCxeyyPj9hK57QVfLSkJ/2Hpfx2v8tnS5g2ciufLe/zl/dz/NN21g2TAnF7fRhdULH4M2aHyrj33SZJU4e71krTUJEOOg3GlhkseyBgGjqZq9eTCHzpA1y6ZBq/3AND19Z0GBTDuJU9OHyjLUlfvsvmE00JfnYeqHSEPDWX8NRQghLUBEYp8GAitlMkXld9zlT4jf2txFFmRqHX4a01YwzT4Kh1o4804HP+g2+cSgf2X5iK7hrQBoPHBsYw8P0KrgKS5AWlvt54Ve0P7joEwy8HlXoDsuTDW12G2y3jvnUG2e3Ce3U/UkUuPscpDFHvkjpuA76bfWjQsJia+ZPwVtyndss6ylfdonynhaotjahevI7s+W3Jmn6Wrz4ZgJw9E+JeAk8dcuEWNj/Vn9yTDjqsHo6jxMr1xVlEj27BjXlnUJo+wVP7PJK3DFn2IT9Yipz7NiS8jS+nnNiEq5gGT8djfIziZW0xtHkTS04EVdciMX3/IeN7/0DL6G9JD/iSrmnfUFZQQcj4WRQt30H64FCaPp9AdnYTwt7sT5tvN2FKqUKZkITsqsBXXfZfzZPyMyXsG76d2yfD8Zu7BiQfscEllObW66TEDG5ETVYJWdfHcvP4RF5d2JkH9808/upMsqWfEZMXoYs8iGdPBsKtURAci5D5CbK/BpJHgTEIVaSIoAkB94N62VtnGeijf5MNEHQB2KsUCGoPIxa1JSGyEG2j3VRcTaC0JgE5PhzHZzp8p1ty55Vu8ECP3LAMQZUCwn26LTnPtK1r+fJ8Hr3X+aGNehJRjEB3VUKRm4AvOBrilcgmGTFKxGeIxV0XxP3sZljN+7CrrBga5pPeOQxREIhp5MfVS2V8tWIAAAd+vsecD9vz5QfnuG8xU5hfR2pMMJJP5pGEZVQIDhYs68Xsibs5s+sB5248wb2tBQSpoPec39MI4ydmEKLRMfHt5jRrF8n+rEeZ8ERThrT/icWvnfqnsTm9MpeiQ9UMnJnKq8d6kF9kpuBsFcsHHifQp2Dd1zdo3agBW/aPYevW2zzXbQtPPNWEyJjfc9LJjYI5UTCNpEZBdElYycuP7ccvQM3Gw2N49YNOzH1iP1OG/vybDMXbc48wclKjvzxQw58I1imNgnE6vHhlJYZXFxAamETC+C7UNs/kvLMdAQOHYHMFEzhwOJcr/NA0aYWg0mAzq1GZ1DirHGhDtDhr3QRE6/D8Q522QqPCVV6HqNcjKEAUfHgsLvxj9Hic/9BWp8ZZZkU0GfCZbRgjtbjMXnThht/y5CAgOV2g0iFZKvC59fhqHuAtr8JZYeH211eovBdAyaLlOGvUlH/0FuWHTJx56QJ7nvOjYmcuZYtX4K6sxvHFIKy1GiyL53LhSDol28/zIMdIyU07u65E8MbaFqiMjXDfCkWImMXLm1ZifOxZdDPCCHotjoiFqwkbdp+QV2YTnFFC+sIZBMeWk3dNza3NTbAUZMDNZ1E2HM/440MITVWwpd8eUoe70bsv4idcQXDeRXn2FdQ5IF3uhZw1HNlrRVb2wXt8Jt6qm6jGLqdifzEln35D6HO98STNwWsKxn/oCII6JrDnnQKunm/LpTOtmT2vI9rCJghHvyb50ycxX9xJSv8XCI+sJvtNC/jNxFf8BFT1RN/ThmXxbGrfHYd1zXwk7783Uo3unUC/nSO4veIapScfgMdGqzFp2Go9uN1eyo7lIaqVqEPCqH4Qi1arZN/NyQSG+DGl7xbaRn7LsYMVmB59Ddv+bcglamS5HHtVMHl7sxFEf2RPEahCkd3FoGsArmowxoG3fkEQjf7o/RzcPZPGtVeXEdD8AcK+fpx91Y6+5WSEGy506TF4j+SgD4ik7kgiZRuKqTwng68xyPX0bmQLMh5ABNGEKAkozFpUkdEIhgYIGiMqZximfm3QdKgmc/4AwibfRPdIT8a/HEneqWJ6hASwelkWyanBRESaOLQtF61OSVrzUFYuvkxgjI4iwYopQkPehRoGjUjF6vPw44YbHMqZTFWFnT5Jq/B4JTrObs6ADmt5//V604mpw38mOTWIJ+e0+e39P/fmI0SHGbnz9X0WJu+gJr8+9VBbZOW7J8/x2Ket2PXFbRaOP4HaoEIZoebMgUKmvdmCBVt68/mLp1ny4nmmJ6bSNSgY3aZ7nH7/PLL0B1axKPLpd305lDOFG5fK6BCznOsXyxj3WAaHrk2mvMhK++TlfPzWcbKvVTJvQZf/L5Dzf138aWmQxJQg3G4fog8cNg9qkxp7hRP/UC0F2bUYIg34/sHSS6lTYHlgr2cfVjnQRwTjNrsJjNU/RKqRJAlRp8ZVYUE06hFFByIePFYPuhAVssdL3Y1S1KKH+z9exOt0c2fVNbC6aNxrDxG+w7RIDiFv9mniGjm4PHIety0Ghkd8y+u9dTwSsQ1JUmGKqUShO47bpqbi+gNUukCMkUqqrydiaJOM865AdMsYorqHY7vrJPKtpzkzegXdDj/PjWZLGLpiJs4DG3E3bczlXTWobArUXfx4cDoLTfRIHLlzEYOGINR+giJABGcwslSFZL8Dsg+h1oqkNGJZ9gEhvfsxu1MzrrznRetYgaq9FeeOcwiKyzRPEEiY5MLo1tFkfAPcVpGU109TZ/4UT24JGs96nBYtxvBtqFQehNbTcAUuoGjue2hjk4lfNB+n+nGU4lj8X3oBAE+4Gn5eiHP31yBLdHNY0PR6DPftQ0inJxI22cCBJ6fT4YtRFH21jYtTqghs8xKxj/VE3zEYfUeQHFasK97E/v37GKfM+7dzxdQwgLBWbqovFGBU2pFPLUEQMjn/+GZclXbaftuPXYP30vKXA7GAIC0L1/QFYPeGOzw/YTc/HRtN8qRXqN72Md/kruXRN8zsffw+aUOa0mFeESpVBLLjNhi6g6cOjLHgrff4FNQadKFutNogGjY/jDq9AlmZTKd39+OXsALpQBAubQZChAnv6QrKrB3QBKsIqNlDXY6LK6WhGAoTiHukFNlxiZi+l0CtxifLuEJycSoEBKeMQtCjlWz19miyu17WFiVa9RwA7l36ju6Nwll/vph2HerNAL7/8ir9RidTUmTB7ZY4fXYyowauZ8fhO+w7OIlnh+yia0YclZUO2mYsZ87Tbdh/Ppdylcidolr2X5jI2H6b2fxDNjarh0sF0x969x++cAxBFvisaiy7Zl/h80a76T6vCTdX3Malge1f3WZh1gC+7HcYocDF8WuFPD2/DYfeuk5YY39+zhnLt6N/wnezlDFf9UAfqGb3U0coP5hLxxUDCI7/vV46NMLAjssTWfq3C4zutJ5l24fQvkcsO89NYPHH5/j8/bN88V1f9P9Gf+avFn8aWP9KjFEhYLd6UPtrcFY6CIwLxGZ2Y4jU43U+DMBqgwJ7YRUqjYeq7GqoVZOXZ2Xt/Cu47V7eGnKAKtnJsMwfGWSoo+y1w4i4SG9xi0CjFoNewYNZx2mdGcH5Z6qY9coRSrd2pOnAE9TVxSL5TPiFWwlKbUZ42HacEV8TlzsLqecu0rc+wehlY6je4UMREIg+KRjPlf3oJ76D+ruJdP5hJLXvbMRv5iTK5mWjSWuE7HKhEWWUKRFUZV9GE2xE9v7SJ1HEbXWjMqlwVDjQB6upe2AnOVKP3eqpr5b49WRR1IG3DMRgZO89KP4KL5k49q6AWgF1eis8cT25MGoz7b8cTnjkejDXoh34Eb68vTiP/YhBmYIjV4PNXoMsV1OyuQ3hsevwS3Wi9LdzendrMjo2JO7p6Qj3ZmIsC0b94rPoU+rzhUZ+emj8VImZqF6sZ+SZt/6EOrkhjtPvoGxbgvJiCPqwV0jsv4kDI7eRPqM5jZ6JpPjHE1x97jOEJqm0njceUWfE+MSHWBY8gWX5G2geGYAyve0/1c/KvkJaPH+esq0mJK0SueQG4UFJFN+QGbZrAPYfnqBNPyMNHN/h/c6HFOyh9HYkzkgQ9vfm+VcymdJnM8fyH0MzaQXKGes4P34So7Z358Q8H4dGWOi4CPS6KjDEIznMePKrUdi8KPO/wl1STW25EmNkFurW4/G5jeDYTlDwVWRPNGJrO77Tp7FWN0Sd0gTrxTKiUysxJtShSG9IX5UbnKdAGwGmZgjedvgsVXhunaSmMJrbNS2RPE7CYu7QZNQpvO5NILrw1S0BBXitBxAVMXjMXsLTA6k+kE9cfL1kaHmJlSGPpnJo1z1sPjeJ4Z8TnxDA4O4pvDH6IEq3wL2samLb+CO4Yem8S4yPiOT1c8MYPGAdfXqtZduusWz+IZte/Ro+BIQXjhWxYflNdl6fgCiKDPw8k5ZTE1jS8QB6pcTnOYNZMecyTyVtJcZPi6AWmd26gGY2C4PyZrB+wkW+SPqZLpmFBL3Wg1OzT9KgUwMmnRjFzmdP8FGzvfR/N4OuzyY/VF/9xJxWBIXqeHLEDrr2i2fhd305vbeQjh1i6Dc0hf8X9fGngfWvxBiARXPPIOfUMqbNTVrobdjFWA4MWotSbce3qRPvj4nBu74rPftGE/DASUCgnuyChtze2wKvoZzC7CA69jtDRcxoBnS7hb5zL1rabxAUE4E6NAix8BY6UxkKoxnFiP3E7mmL2Pcs8rEtJMxojnQrn2BtEIIpDelODqQ/i6L4Z0ytmuLLF1AG6PGotUi2SkSDEclmRTQlI7vt9cJNv3gqolCAw4rwq6ei0YS3ohxloD+Sy/1PFS2OEgsaPzXOSgfGMH/KrtURFv3PJsGIRiRPKcgqvLWlVG4ScJf6oUZCHRCALu8QdbdO0uS5JwjvEEXdTzdQWctRXp5Gyc0YQto2oWSDQMwT/dD4cuDONjS9BhDa/0nkbe2QW39C33ZPoUm9jvTgO0BCbH0M/X9JOpDsdurWfo/foOdw7d6Epm0qvps/kzY5jLBOcfw47C4Nll8gpoOdRi/vpmarTPGbbxIwaAC6FpmYXvga5941OHYuh53LMc359mGdckU0mqhq3GX1FQ1i5lje+/gqYlIv7CufRxvrJapLJ7xCMrLTjcf0LmHqVCpuuQnxCyTRaOdQk2BmDtnGqr3DeXbTZG59fZ5T07aQMqUF+jAd2YuX03JaPlSNw14eg+XwEgxhIfglHSfvgId9Kwcz9Nn9kDYO349z0E5YhqyQEPLfRXDsQtPWSMC9q5RfsOKf3ATJkoPCUF+3jaCsX3ABJCvIUYhiOPi0yHUaHGUxNGi+k4R2t5HtUYhqN0o5Bp/6Z0SVF7drLlwOJFgaxdXvb9PUI5AYVW+Ea7N4iIwxcWuzjQxtMOgVWO65UPgLtOwbyf2jFZSVOKk6Yaat4IdKp6BZaDDr2x5gx46RLN92nWm9VrFqbmtSOz5s3WWzeXjn664P5Zgrq53kSh6G9o1mafp2eixsSffx0WyYcBBtuIN+21+k9Iu13H/2LYa8NQnv+R/w6FIJm9qexEmt2DN2H+vbbqTXmp4kDnGzbvoFLv6Qz4wdnTCF/V5zPmJyY3oNSWRqv59pE7oEUSlyqug/i4T91eJPA+tfiTGaQJG6GielJokv8gL4pHdzcsscPLGxO0P7bWTc0IPEL/0Wx6zhmGpWIzSIJThSTbvUE3Qd2hHXmunonnoG69++wjinHZZFy9D2MeA4G4Sg96COi8Fd4ANZ+v0AUABJciMo9eCqAI0/uGtBH1LvqajUI/22q1WCswpBbQB7FQqjEU9hNYKxnijzEKgo1Uh1lYg6PZKlDtFkQiq4jyLAD8npQKq4gYAX6dYWDH612A/8iEZ2o7eX0zCqmpgOHsKufEWI0Anrp6OIbG3Gt74TBNlA/AJ3aTClObGEDpiL59xOfNUVmB5/mXsvLCB6bDGRUS/gWt0QrUKJ0Gk22atv4fWqUNnjUUbmYIqW8BzajWrC19xbY6ew6B4ppiAMcj6CUoWn+nsUoggo/lfssIBx0yh98XEUiS2pWb8Vk+MKZVcDKTsWQNNXPXjUBhq/1x73mi859Pwkmr/WB53lCjVbdlC5ai2iXoN//z74z51F3ceP4buXhZj8h/pZ2YogmBA0Kmg8BOfxbSDLSIXL0Q0ci5C3Ejm6H/ZFc1GEx6EOMaHq0IGg3MUUm5tjuV3Ghy81ZeL0I5TtGUJIQzfJfaOI6tydE7NuojSo6fTto1B9GrHpBfw6gD53C2TdQVYlkX8H9CYvDdq1wndlB8qM3ghqbb06ecOPkOLeQrj0PGptAWFT51C94UM0xlpydiXitQRRYg0knxhCUquJa2GlYaAdr0VE7VIi6Opo3usbFKExaC0tUegqQNMW1JW4HEew11rRRCvwtXiVKPV9qlVGXEqZrFlHOTr5LC09aqKjTUiR9+kY4qSmQ0OuXSriyuUSokrVjI+5R9sXm2Dz6JAvHaAgtwXtl/Xl+uZy1nTeR1obkV6PSBTvzqbsUA5tvh2DNtwPyVxGl37xD42z2+5l5+gTNDf4SO8fTquZKWwdd5y4Rm6G9Cwh49liFMf7EjX5PWwF7ShdsowGvW7hP3whAGo/NYN3DeTmymz2jN5L4rCGvHqrLytHnGZ+6k6Gf9aUtlOSf7ufX4CW7zb25uehS2n7zSTU6v8nkfrH+FPfhtGkRiUKZPaPQtbDpg1e/HsOoOrp3YS2icLqVSEq1Ci09Up5Kp0ByWpBMCQjuxxgCKwX6QcQRCS3HUGtQ7JUI+hNyDYLojEIvJ5fUgq/ArC6vkpDWa/VIWgCka3FoA8F78O1nT40iBU5+HwC7rs5eGoDqMmp4drfygip9Cd04ec4CsPwW/ASN3PUJK58AwMOzPtvASIuu5rqlxagMViQDr5M485GvDev0ayLF6UURkqGEsnlRRvZCPFmEaauj5NifoB+xlLkK30QWm5FkfsBKAPwBkzCtmcjIbkX8BbmETD7Xe6+8BmB3VphaN2SqsWv4vGGEz5zAPL5hZRebYmp/SBqz50hpH9bvOeWoez0OCv63kShqkUX6KQ4eDi9MxeCRkC8/UU9/T314//1WMqSRO0dM7nXmhD//mgCm4gYrv+A6PTDY68kKNWPKq1A5rOtqFy6kjJTEsG9ByH6BRESa6dy6QpUDaLA50EICHvo2pJswOd8QPSIeIq3FeCzdUOXGIEm1B910ZeoU1tjP7cbdbwHXdoefHIiovkAGr0DpUEkdlwbCn84zffvBRNcXoOcORPZfR29Yhm9Fls5v+QFzr69D2XTOIJv9SSpWRm+Ai3U+HN6roK7txuT1Og+knMfvoIG6CYufej5RIUed3Ylipaz0IbnEjn0FsrMC2Q3XUKX5T1QXDyHWH6AViHFLFzVm3HNriKKHsKUEnuPtKB3Ez0KOQFBfQakByA5wONGcdeLotCfm29lkvBMOMXCbYxKGfcDkfsBAbQeE0PxujxuXq1gw4YCzPcEamrz6DDAxMTu+wlr1RJVtxcofPtT9O5ipLa9SGqXwKkJPxA3rgXjN2Rw893NBCY5yXhrCvdWX+XY0OWkj1QQGngG7bSFEYlcAAAgAElEQVS1D/Xz6JTNxDcS6fxBL/ZOOUxAkh/TrgxkQ6eVpGTko0wejSwNh6w30PunEf3yedT2JLjQA6nRIsSA+oPLRlPTie4Wyf4Je9je/QET1/XBdfJtLn5bwLETyXT4qh8KtQJJksiatYZHprWmYeb/3rjg//b4U8n2YREGlCoFeTk1hEcYsVhcmMI0+H4xtRUVAlazC4VejbPSimgwIdut9btajxNR/MPaolSBuQo0emRbLaLBD9lhxS77Y7dI1FYqKCs2krXoKpV5gZx75Tj5R3XUbDlD9Y6r3PlBzZVZGzHf0VP77lgKTsZR8e5oKk+FULNyMb6yCqxZlRScqWbrlkaYCz2ITXqhDA/jp9W9ULbsyZcXWnJKNw1ti0cI7hlF2DOzCEoTSF+7EGQNyrE7UGk0iF0Xog6NR92kC/rmXVBqA1A2G4WtKhAxugOSpEA0BCAotOAqAVUgeGsxNYkDeyWOiwfwnz6Xey99gV/rdMLHdMe6Yh5+XXrjLPEhX34LMdRHqydO0azP1/hsNvQRFvI0t8iyp1GdY2Xi+sWM+HoBvd//AkENCm8UYsMpyHH9kS0/IpV99V+PoyRJIAiUH76HKSkUQRuMLioQk/EmXn0KHrsXo1CDqNMQmKgkJKaWsMAzlOzKImdNNoaWmSiDA/FWVyF73IjBkQ9d31s3FVxqNDnfkpC4iaS2JwmLysLk3I4vW0H+6WR2z/OhSvHHmZSKV/UAqfgamKJIHVDO7c+PEtorg4pTuUjxTrzmj/CJOxCS1lF2pwPNRm7hUp6arAvT2L7mDcSE80il4XgzB1FwKwavQ0FaqyIEYxqY7uM+MgW55uJvz+e7tYfC+0ZWfBjKtR/Xgt6J43Jz4tpdx18znsQ2i3mkRx0KUcOY9GvM/qYFNw834mxeMHfdTuRrt3CdO4S3OA+prgK55BzyvQJUDdQEN67DUxmMxhTEZY8TSeNBVIIxRsPNB1VUSnYWPn6YOC3MmFXF0omHeSLTQ8wbX+IrL8S6ZDZqTR6+wAC0dw4QGnqfTpsmU7o/m7I1S2n6Qlv82mdSMPdDIlIl2izsiMZ8FvWQDx4ag+KNpzBZ7xKpzKd4zX4mXBqGLkzL5k7f0zCmktCuHeH66wglm6HLTorOVTNxejf2FS2AhJfgxkykW3N/I9kIGgUGTymR6QInpiwlIPIC3X4aj6Owjt09vqfuThW3392K0qSj4ZPd/5fI8teIP3VnHR3nx42acgrvmxnWwITtH0xttRqR++fzAQ9153Px+dlwFFgpL7lOze0gzq87RHpoClu/2krfxjEc/2w3McGB6CrsIAtk+SIom3ue0S0SCTN4cThV2NX53K/ogyFBxZWcATTvW4suQMR5tYjktyeiCTWiDPDjGf+NLMnpy6UJS+iwew6iVokRsB4px77/DEM2/S7OI83egjuqHepAK+U2E6J/OLKlHEXAw5R2AFRq5NpKBI0B2VaHwj8RyelEHRbwkPQrUO8+4y6vB2t7Ht47p4lveQ998wfkfTwffVJLomYMw/zFc6hT09D1mob6aBYusxZj4+4EdXwWOXcG8aN2oKz5mW92dSejswWNv4q6qmn4B/0dRfhmBE8hWE4hWw6DMhDUscg16/GZdyMkbv2fUyIOOx6XkqIdN2nx8QDKD9yg/PgNArV2AkufY9DgGEq+uoE+LQFN1XcEtFFA7Ci0xw6CJ4ey+RcRhBq0SUnYjiqRqooQQ2N+u7zPk4VgW4DUTIMirAGCLQ913jEE4RxEpdHA/CU9V85HFOIRdv0dsVMnvDduo+j2ONqT82j58gvkH60ipHtbxLRWiFVWRLuO469lcem7Fozef4n8C/GEyhoSMkRcq6YhhqdyeoUSs+CPPkRDeFQVYtRMLNea4B9WB5efQtaEQNobrBpXRn5VL6LaS5jPpWKO1SGYggjydyHHz6Vi5wNKjxho/syXpPdKZvuT2TirHdQV59Gs6138PXF4fP6IBjWCoRxneA3CxWCUpioI6k+LryYgKNWEqAVqKqpQixpO55bSyU9PTJyWMSOTsNyvpdNUEanaSNGuAoo++Iqw1z/ixdB1PDH+KK2ej0SKeIWqRR8iZJ2n43sluIttWI7+gKH/KPzee5EHHywCdSXBgwYiBsf/9v69FUUUfrcPl38jOqwfzPW3tnF6yJekDEkmTrqJ2arBP/QotNwFV5+ndvNobux6jEf6xTFm5CbatI1i+/a9aO48jnyuJ76w51g+3InakEpabSEJzR4gtZIQda/Te/dSsj48wZGxP6IUXPQ6/OT/DlT+QvGngnXDpECyzpfiuOTg28En6WjycmX463Rp5E/2hDn08o/k1vxNmG0qwoqtGIwaakpDSQ5W8snuJB57MgRFg+mMHq5Gv+cGMz5MQ1WVi0LyomvZivZrdpH2zUxujpuLJKgxajw0/akfJyauJ2pAPJW1RiyhGu7kl6KqfoDjxw+RI1T4AuMQxChqTtz+P+y9d3RUR7ru/duhc7daqZUDQkIIIUAEkXM0yRiMsQ04gPM422PjMA7ggLMBB4zB9jhhjAGDScZgcpJEDkIghHKO3eoc9v7+0Mz4zHfOuXPuved43ROetXp1r161q/eurnp27ar3fR70SRGI/8ROKDzZgN/993HamZPjEUQBa5SedasuMH9sJFq/G9EahRr8LQtRURQErf4vyzSd7jNiSjiqz4dkMaCG/urSDs7WavSiiFB3FPweQi01eE+vQHfjC9R9/S5h4U7CZ+VS8dxSNECYcBn3zjVoUwdir0vG3LwbofEXhD6fsP+1fCQpQI3LinSxiZwuJop3ZDBofCZvjfuFPzuD1NslIqOGEx9v5p33JzBk6J9Qr05HLZuPkvbNv0jYStCPevAJlKbTlJWNJf2uQTTtOk3byXJiri9Ajr4BfU+FNHMU9uMXUapPo8ZdoONST8QrWzCPm4oUaSPU2ow+pw9yTDxyYjr+/F3I037bTBIYTjD0EoG9A1HdTrS5Vegzk0CwQ6ULKdmH/tD7hPSRMEolkFiMvtedBLa9jea6p5Hz3yJj2CzoqEXddQxMcTirO7A6+jJ328OcWFTHXd9/x9o/TGL69B1IXUZBVCbNR67grAlw3bIcQh4fsrMGxV6H3ONelPAnECs/p37tG4SH3cidBfOQNCJBR3eUHTM4dHw63hYXce6PaA2E06CZ13kxwXZEPRijBEwyoHETaBPRJKUhGnQIwklCsSLyjGEEUVDFDJwvfcwOdSLxokhlyE+U1sCUyanMvdVK9fcFGOOzaD5ZD4Z4RE6T+sbztJW38IBtIwaNjgErFsOxexEb9mFbtAb7z8tp/8WLPm8hkY/0pm3VW0iFh7AN1tBSouPpG0Ue/vNZes/ug6Io2D99ke4LRnH2B5nto75m0LJJRA7L4twrvxKbmYQhIoBsaIL8yZxreoplT7Xz0bkZdL/q4YbTWfTv+ymrPi3lsSe3EDoxH64s5aE/yZwuGMDPX/dmzrQqtMb1+ANTEUSB3OdHkJL1Oj8tvpFvR/3KTTvGYY7/X6sx/nfE70rW3XtG4/EE6ZB9fLB3GgtHbiF302NsC9vAtMNP0DRwO9Y7elJxuJ4aR4DZ87px5skzzHpjGqUrP2bqa78J1F87a8Cs80O4BV9VLZooK4rvt1mtIAgIsoS/pR1NmB5fi5uAZGLfqmJOnLfz2KobMSa20rFnD8beOcycXM21DUepciWT90/OOTzVxNyv/17b98alzXBpBovv68LeCXEIJgOqpxW1+jiE/PgOf4PG4Kblk48JNXqRj61G9ftwO0Si2IkipiGKImowxInpLzFgokwg8A5irIju5ClUQUZpFNDPeIrSd39Fo88iYvZAGj5ZhVeNJHnJH1BbVHwH1xM8W4dgsaJmf4PQthFOziVvylB+em8a3cdqOHOmkTHZ6dSfbkPMlnl89yfcUvkSW/NtHC9sQlFVjEZtp4FsxkbU0ptRiwehRN4Khp6gTUU0dGaPqb/ciSrrCA5x0H/gTK4sPYu3tp1BX0zBcW4761+x0XCxAyXkJnPSEG5aMQ71+NNo44JEP9apD9LU4MKWa/pbWyrujn8m8qSzLafq2EwunZlNQqZERtcnUCou0NIwloDzOsKj38I05jHEVD11V55ixY3jWfTFdCxBL4G9X6CZuRy1cDmCIQrGfYDnh9cITWkgOjeHA7dtpdv8kdQ1XWPOtMMYJvyB4LWzNKzfRE3tZJLyzFz84DSujDT6Gb4lPN5MaNO9f4sAKjiYTcbduUiazpuZaI7EiZGI8FIihrUhkkaDPQxX9FZ2vzmaVKNIWHwLEXnlqCGZytNdiJDdmDquohnZhtYjAx6CgYOIQhwhTuFpTOHwniKydTIHXEG6a1R66JswpnUj0OHFlBKGv90LxkQIOCjJb2bx8F1YDRreb5zVOdkYvx3lwlsoB27A20VHRP8XsK/+Ee/Jg+iTjNB0CaHNR8S45/lTrxVY6nw4P++JNgZ8Gj/LbjNx+3eD6RJwcPzhnSgIRI/qi7skn/CMy5D6AI7mBtoPfsYRcRiiScvSIZt56Wg/Thcu5L6xO1j7zFne/PaPjLYtQB25jX62l+k35GtUBBR1IwjhBD0/oygqYanV3H5mIXseKeTzXlsZ/VY/ei/sxv/gN/y+M+tuEfi8QSK8MvkfXcMQ6Ozwsk7CUePBaNHQWusmIkZPY4WLsCQDAfe/nO0mmgwE7U500RaUyx400eEo/n9i/yUKiLKEq7KFq+cDrP3uCkbtVaaktLDkm/F0mdJJQIJGQ8evvzLu/oGUnPLSseMSSs0OiB2DKBsQK74iy7IV2Phb3bFjwZhIRNnnXN9tH6qyB8K6ECz4CkNGJErFGSKGpuNxa5AyBiBnSgjmKDQmK6FAiLCqzwDov+UlkEUGiCLwQmfdSaB4OxC/mcO1TwtQNXqSnrqT0kXLaHVlkTKhAs+BP0JZONr+U5GvtGNIs9Lx4R/Q9JuAfvQOogruYfqdKyhJepRNG9pImhPN8feLERDx7B6ApXIz8wSBeZlKpwH7ps00/yiizeiFLu9F5OgqVMdaaN8OwSZC4bdBWRMEvajDx+C7XEXxy1sIz42jzzM5cPxh9LGzSRwQxZS3+2JNNvLnqQf5ar6fed9vZNPLq7j7hg9o0S9kYOpqLrY+iF4Twvnps6heN/qxczsTm/4ymxdFGdugGqqPXiVgv8CBu2Yz/othBK424ymvx9w/BIFGQlVvEGnrwoSbqrh/8E98VTQPsa6YwLpnQBDAohA8/TzaATPRtGRRuWs3g96fy7drfJx5dxTvf/sFnjMf4ijvwuZ104lMNxCXZcBgC0dXXkDQF4GUMQnFaEY0WhBMYfzw0QnmShr6/KUrXF1zirrdUxm2KgnEVlSlhcozKg3OGezIv8aGe68SPsABifEERBcGoRmD1YVaJ4GpAr/JiOGSQiA1iNRaBE6Vi0IGAyJkIv0K/joVs9mPptaHITkSxeMnPCsKS7oVBJn1n3Vny/c/k55hZXHRVCTptyciMedp1MRp7Bx6Fm24m5tWGJFa9lPy7SCSJrQj9niEuo+2Ej/Mg/Gu7/BtfIpj+xwIw17g1s9MfHXLUTLHxzLkxgTaDp7F2lhBQCcRP3UMnHmQX3b142zd3dQ3X8DVWMfCh48QW/Y5p89GEhE+k2FTUlg0L5/tP6awavgnlJwZxqTHFjJrSS8CtWeo/vISsTPexX4kgcSpIrIoMvHDQWTPTWPj9XuJHxiNLef/bxn93xe/K1nHJ5oJBBQQVVxNPjRqZ9y1bJBwVHkwh2uxN/uITjHitPsJTzX9s0SZvw5oyWTE1+okZIygtdZL2a5mDB0Ka589TaZboNEpsO1yFOk7ThKXqvDi7RJ9Hx1My0+/4Fi3HuW63oiiiCkvD21SEt6SErr20tC9XyuUfAznX0YB0Fih3/t/dx2ibISIvhDxAbq/fvkXv1LdPyn3L3lbBOpqfqvnXwlNEvUWPHYtWu95El96nfJn36TVPJSogQlUHK/h4NXpDJinovv5F8Sgi5jxkyHiIZzfLKH0xGkSntxA8xdPM+zmF+ifOpguY29n99OnEWJzMbrP0+o0EHH73Rj6/ZZmHGxrxr3tS1yb16C4naBqQEyksmI4iXn7cLaH0+WRpYihGoRDRnLnH0djEqBIC4kp6M3bmPrOfbBnLtTUcP8HE3l9Wg5L035hyC1aaD9Cs3QLXdNbEdv74b1qRbROxviHZ1FammhdsZiYV37b5NQYFUYuthB0FVOxuZmKt6pRPAbkMBNtm7MxD1yLFC+hSbmH4VOWs/P76TwwaAufnX0NURQJtKxGqV+OYOmBcKIItamUbg8M4dKpd6m8tIDlv4zm3BONGLV2Ck9lEtPXwugXs7n8XSkl2+ro3jeS8lIz1uZLWCM9nXsRAT8vjPfTvL8UT885eK9V0rrjNDk3HUMsaevMQBT1mAIDkE0hjCYtklZCa/YQiLQhaw3Emy4iefzQIxdVSEcJnUZud6HpfwCiofxCG2u+38oduSI0uMhQTBQrHQyzCxy4+xdyn78eS6qV7iM/4vEB02it78esu6KZtbDo74j6r5Aisrlj+1XsP38IlR7EqbtIFOfhy49Fdp4m/cPn8G1egWvZ3Wh7VaAf+gzPLjxO/zEJvFQ5jc8n7aSh7QK9X5mJt/QaLbt/ReetovLqs+QmfsMN973KklUfoRz9kLzJCh+umEOXrNMorQraaoU9NXdgaD/J/R+2suHjsVw+1EQooGJ0f4TGqyKl1mMtUaj8PpvTP2+k7+N9yJidQe8FGey67zjzj0z+F8fIf0f8rmQdHqlHEAUqTV4GLe7GD3tKaS7rQNSGcBw7RO+oatpLJXIi2qkSNDhWnUavSaJPt5WEKSoXFzxO0GUiLLqF8Kh2fvx6Ar5gPW6DjWtHL5La0BO/q4XXTyYxLlyi3R9O+jO9yEtowHHmGoLBgD4mDLelg7afjxA1ZQQAmvh4NPF/jUiY8B/aBqLegBpSaSkoQxNuIiwz5p+VUbw+ivf1p+fE89QseQlDz0wK3xeYMcpI0OlHGxZGa2sMFQVT6TrUSVz+csT47zDdt4r+1pWEr/yYDWOyaPZM5IE5n2FRnyTkG4M68AnkiulYJ95I659XoTu0H8Fkwn+tBNFkRoqMQojsjhAJSiBAsK6aqBgnLcdyKG/Mpeu8XdB2AsGsg5TbkIbdhOJvQi0aDamrUQoXgdtFMONNtFcX8fyFGTjagkQ5X4PEN0jWW5lkCuH4eQSRfXzItz2P6nfg3vY6aA0oHjeioXOtMuCS0UgeQCb19jwCN29DPLkQf4MbKWYwovkHBMEFVYdQ61qZlmXi80oXz07fzTPv7sSsOYiUtByhYBGKL4Ay5j0qn1tF5KA0Xl7xGSfvryHuhoEcXtWA2ewgU3OYpg/ysRn1yDF+ghUSjpZIzpWb0aeno4/QYYjQoo/WIQUuUXvoDcyBSHJfvwtt5nOg2Dtj+AONTL/uI2qDx5l1dwD1ShztdX7kplI0okBACUNIr0OoPwFxyZ06IsJf9d1V3r/nCGk5ZurL2jnVFk02QX72tZM15DyJrzyEz6eyYv5h8jffgcUH3fQyM9/uw4kH9lP55EbGrh5NVHYULYcvYekqIZ19HnzNWIdYUFpaCdY/ij61A/PYHTi/eY/2Nx8h8qkV+MsusP+hAqw5Epuv3syTM3czq/v3vDQjn655gyh/+we0NjP6hK64y07TWlBF9yefRbQeJVSzEEUwI3d5gnu/6ME3S08w5dHunNpWy33ZP5LaJRtno0RTdRkR8QY6WnwYui9Bq3wANSMxzjDivVJIuvE3h/YRr+XyceJGWq/Yicy0/oeOyf8skF5++eWXf68fEwSBVctO0DvMyoH3SgmoKr6LLirrHcRbzxJpdFDRKNEjw0r94Uj63NMNZ0Ed05dNpXpzO2PfvZXGUyJy9nBMPXqQFFPL8FUz0Rwt4IFjCzn1ziWevng9X35+DkWwEGc0EZ1iJjNLg/NiJbZJffGcO4cUl4ynpJzwUXn/+KT/A1Cy5gxl2xsIdgSIGdnZQRW/H0GSAKhdu5uOaw7CI+x8vHooI5bNp3D5FQYsSKVuXxlERIEo0HSxncw5fSn+xE/qwLOoNR/x8P1aRroyCVS0kHrvVNLG3Urzoa9Jyr5CU1UeMZkikusc5jveIlBdgRoKYcgbgqooEPCjuD2I4Z2boIrHh3nESGwLbiGlbxBX/nHE9JOImY0oBU3I3SyEKudzZl8G4b3Wg1yMMz8H96ECjGNuQrrwCgZ+haTZNMszCQRCdKksRmsyExZ+EKo3QNknyLFaXJWxdPy0EUP/gWAwsnK0l5L3ZARDJWFnz6O0KohVXiR3JVQXImiaEMPrcNa1YNRa6SipIrPLMM5cqyNz4EHiUhYjnnsaMX40QekM1V+VEj3jRsKMImJRGWK/dPYtE4lO1zPlg34kLxhL9JheGNPjEYoPkLb0XmKGdUeqyCcYkMAUiavBS2uxncYyDaKlge5DLyK37YKrn8O176DiJ6j+FW+tDlmdhVTSFUdtGj++NYQYUxRypB5tTCv+TBdieSzEyAgBFanNgd14K88N3ElbqQupXCFzehoaR4gkrZsmUaHeLnLgCzvfvnQJQRJINenInZBAa3EHI17oj7J/A2KPUZx68zRZd2XhWvcGvrMb0fdoQ4hqBmsvgrZ01FA+UvLnHH65Dn90LslzxiHZ4pDjUkiZ05+KDRcp+SCfO5aPIqPvV5xdMxCvoQeDP5pB6ZdHiEm4wiefjCJxVDxpwlIQMxG7LSbUuA/RXoDcZQ5pSX+mS30Rw7JiGPr8ZJJzbcx98GW6jV+Eq91PQvcwYrsl4q+uwZV/FV10Fb4aFV95DmFpFsK62RAlkcqDDXRUuUmb8D8x1/A7z6wBjDqR0WEuyEnm/DU7RrEDgzWAXwyntlFDgtGJEBAIj3KjRnRFEEoZOyGNH61naW9R0Vh1eFs8yH2tKG4Pepv1b5Ze0Ol+bjJrUT0CIgKOZh/aqHBCHh/OKietxXbaSabumIfPD+/mzrf60TU36h+et+IPEMj/nsaCC5Ts7YIhxkDiYCtxs8egjfq33/kFnY6g18iQz+ehT/htPa7mtRWY8voQPmkMtZsK0Oo9SKk9EMOjqT1vRxBBE20g5Amij9ThbfGhMcp42/2Isg5v1y8ofXUppskipee8zF53L7LNyneDtuKqnc3YZ46QqH2QUOoysK+hcclTiDorIYcDz8UiRIMRNRhENOjxV1QiGk0YBgzE+fN2XHt3o4ga/JpklF5D0V70IKf0QWn5CDHqHj5bFMfKh2/C6+pD+NyhtP75JIFgV3RD3iR44DXE8ETe/egYn3x8koKvR9K6aSuqeBuxM7pAwnWotbcQddMGPCWTaf3iEyIfv42bXvoZy1kLzo442lxmWnfHEz6wJ8n3TEZrs6IoTlyOgegS5xL0/UivqQWsfXQwN09KISO9GuHCE9D9JdRrZ5HrLMQuykfdqiXQEuSM83nOfFFFQjeVyFAJl96oJNjhQwkqRCbUEJPSwou3fMOFigQkIY5BCQ10Sw+QG+dDSjAgWwxou1dz8exi4rsq6GxG9PEaNNZIFFM4Fd++TcwQBbQmJIMZj8NAKBAGthBiZj1oG1EHWBE8Hq6eiOTUngB7pm7G4JOwGmS6jIkkMiOc6gsuGiQLkWUKP/osPJhzkQffv4xu5DI+yNvDjcd68872Wpx1PvTGAH0fz+XaD0WEvrsVq9mBeMMzBNXHkMIeQ1WOovj3IUbcy/k/67jw1RVC3hDOP2YTlnKN1DFxmOONjFp7E+U/XOTC+yvJHNLBgKOz+WH6ET7t8wuDcyF89HBmGneRM6cPatIG1AMPoNTuQcpqRxWGIeTPxRz/CkHth5xvLMR7XwfG2DC0S40kn3mJWzLj0V4rgTF3EXXnbbStNyHXVKDuvkjQ4P/bxi2AGlKR9SLK6Q94e2UdQ+bdx8hRqf/msfZfDb87WffDSkaaBp1FIibVSFpyB0NyZQzGGJpdIYKSGUkTIHtQO5UrvsfpjuPAo4dQAgqhQAiNRUegw48mMoaQ19e58/2XVHFJK+Ks83RaiDn9uDxe2ps8iEEP9ZdDNDy2nb01OqaPh0GfzOPa+yW8MH4PQXeIfuEQqw0i6STMiSbMKRYwijhLOtCp1YSpLUgpLkpcSfj0ydh/bWW4Wk3NT++S0sOOoU8u5onXoY2N/19evyCKiLJK0OVDUYKEttyPPONTgg4HgqxSu+LP2GKq0KUnYpr7BPq3t+Mqv0x8eh1SzQ5kyUm4+TCNlSJxsT4S/CvJvLMVXdHXFDpGc8OIF9h97w5yLnopfWc7UT3jmfmZHumCA6UxxKUnfyT7mUziHojH3zEDfY+eiHo9ju8/wXv6GHjBnzwYRzCFinVVRPSfgilKoHTtFTRhGhqKMokdfIq4GWvBlwX+EiCOUPkDiEEF1bMKQ68p2L/7FEQJrS0Fk30NL9/9AGfPJnHy1BpuWLSAypVHqD91FLm7nh43tyGGL0Df7Ws0ggH3zp3IgUgCGTdjbd6D3KuE2AdepHrNfk7dtgytLUTGxEsoA2LQiEMQ41VU/Vpmrw/jh5tb8DVMZuxbk6FgJYT8BAd9xZU/rsY28wybvnyI6tJywlTI8tYwatd9yM4vwTYbGmsI7voT6sQ3WT7nPvyWhxEybqY6/yD62tdAfYGAQyVgd+O8cich5zYcjVokbR22uBYUUUGO85A6JcClunCyh1dhrgtj4h8TMYsqcnQVQo0XT34sztoAvngHry0YTr2vG1kIiEYBOUzkWkEz5fuacOoVjGaZm8ZXYSrR0awLYDNU88uKU/SdchYpkIjWItNS3IEJUGrPMGhsAe0N8UQMHI+y/SOk297gyLovqb2Sww2PX0ajHcLRV88zec0QVFXlyOJzhHwh9j15AiWgkn1bGmPejSLiumeyA6EAACAASURBVJ9wLJtK29JXuX3LoxS+ewZNQzsGq42cP74Np+5GaPwVYcxntH3xApqYJvTZuaj+JrTudWxveoq9yy5z32gHmLQEPWOwRJxF1RohJQUAUZaJmjsHgOIv/8hZKZIbon4zPfC12EnMdKGW/MCtT64htkvifwgn/WeBoKqq+o+L/fvh4eiNPL93HHG9w/9hWcXr49LmavKXnudgvYdZS3LRbj1P/NhULtf6SSzZSeqYbMp/KiVmgI2yYy669OigutFH/rlkat06+vUuZdbEa3zx1vU83jif8QnvodPG4PME8XtDqKpKhi7AxMHJ3Lp1GvZrdqp2V1Fe0MCrm8/z0XOj+OblYu74ZjgbHztN/OgIXK1edBWtDLytCxeXXWTyqzY8Z87RUeXArulJUpYfCR+Kx4vqD+BqVYlKaMTv0uF1GThwVsvw/k2Eh4UwWNpwNEeg1Xnx2UVCaghvh4aOSJUYo5fGJjNxaa2Emg3Y+nhpumgloqefjiIt9e1dsMVVY9C2o00Po/Wsh0tXphN3Wx8+uvMYjzxxlB53H+S7GXfQUh3FmMW9CSstINBShTm7FcflbEIeP2FdncSN2ok2KwHRspydM3ZQc0mLKkqkdPMSbnXT9YExVF1QqTpYjyAIZM09i063n9jchTzTV2H58fcQnG5UYzhC/KMIhsGgicC5YwP+4kOEd7+M60oUTqeMkN1K5KhGQkUGAskh9DofiiEToa0GSZBRxAk4Difjv3gWjcGDKc+Mvv/dSPGZHF9ymqbCGvqMa0b21BNqbsTYvY5N21JZcFs+oqDg0Yno3XpIyKM9NJfzS7ZwpiGei3Ui2i4Cf3rlEiVFs4mq+QTVnU3GPR1o/BsJlUYiD38RT3Ed7iNbaWyMwt8SRp9nf0LougTRNuvv+meoeAxC/At4Qk+ga0pHceYRaojh0uoy3mzoxX2T2+lnvYzB1oq3MoA8PI1gQ4C6n0LEXJ9H/dUqXl2eiCAJGFsVlIBKuEbGr4AhzUBiWhia1gYs7nLsDpn9BFjQVaW+xkBC/1JsxgAVBRlERDiJjW2iSRPgotKfKSPSEWSRhKhdqI4GSlJeYfVDp5gx6wcG3PsWX+YdYtjrA9j6hxMkZQS4+bHjSJZwfLZBfDPfzS2bVmKJaEXWPYvjnJW2LTuw+xMwpCbRNWsriDLy9PcR6r5GKVtL9c5+JL56D0HPM2iML8DRP9FiW8urU/ayonZh51j2e3G+OxfBZEVO74+Unoec0RdR1hL0u7mydQYHd7zE5Ed7ktq784mz6NGn6Db0JFLu/Yjd5/z7k9F/Mvyua9YBX4gdS4uY9WYukvyPM90FWSYmJ5I+92QSERTY9MY5XA0e+i3ozS9ra4jrEYktIsDWX0QG3ppJ0oR0Iob15tezRjxBDTN7OcjpLhD74jIOvnaZwY93J3nrQXo/OZZRM9MYN6crgycnEVZwhe6T0mnYX0ntvkpai+34mzowu13YWhvweEXS2vYSH1OG2lhNhraSnK4VOE+Xk57dTuuZFjwODcGQAb/Dj+J0Y+0eRfOFDuS4GOrP+0mc2Yuq3c0k3X0D1dv9pE7M4sC2MLS5IznyRRgDP7yFxp/O094cTWtzMlkPzef8VwKW5J4olsF4qlTCJtyB5+hZLJMW4jpfj882gqaaFEQlAil2CIlJWzm3ry96Sebc2XZ6pufQfnISxb9qmPH1KDbff47cP43DKGzE65CIGjGF6LE5oJfwx0dSdqEEa8X3pPdPYMDTuWQsHMLR96qwXZfL4aVXcNV7SB4VhynWQPFaLbWFA0mcPpozGwoZO/cQqseI2qwguvcgNH0PtZ+gTTVjmPw6QtOXaPLmc+7oeMoL8si6cymatHvQRU3Ds6kQISKWmnWRSBot2i778QUtxN3zLkpMEaL9IpzYT/D4t8hCEZHRJhxlQVIem8+FdS2U1Y5l/84IXtueSVF9KpNHRaMIsZzbn0PRmgIKixPp8Fi48a4z3PvxACz2DaSONhGVnk9Qcz3lq6sw+EXk7MmEQtG4f91MxD0LiUv7jui7P8BX9iPOox70vcciSL89jKot66BtPYpbJVDrw3feia+xlVDIy9ZLCUwf3EGkMYhshECjCzluKKFAKk0NKusOdGXzRplwk5ZQlZdwjQY5JOLXCfSfncLkR3sQXXeCbim/4qY7NVUSse1RaMRovM0Sl9q7QdYYYswiCTH1OJ0qMXfex1tv1RM9KI2o6grk7PHo1LPoL29i9KRYunfbQ8m5abReduBoCxERI6JpbSPnvmwURz3CxW14ItxkjGpGIySD4zt0hgrMM1/nwjeFdOt9CtMt76J67Sj730SxDKJtfzO2m0oR/fnICeuoXdeAs+kUOlEmp+8urLkTAS2irEENeAk1lCHFd8O3Yw3+/O1IcWlw9FWi4poZMGYL1i6DEHRJKIpC6fJCkpesQoz91810/zvhd10GqTrXjkEnodFL/1vHibLI6Od70WtOKlsfLOTnB0+SKIG9JIJ2Yw2xNgdq9Rlc9ZHYO0IkOJ0EnRKuGjclDWbODf6C5HiVLXmrKXSYOfrcMVBVRFEgqCj4AzJZq0uY0T2E0qZg7p6Et7yBWx9Np2B5A9lTUyk4JZEYbyWii46OkkbS7hxA9Zs/M/SnBzg8aTnZi2dw5f29xIzphrvGTuLDs6g4tQGjLR4/pfgj+uNxV2Ed3AN9dAVuXRp2QY89kICoaaRs5T5Q4YzbQDoClsw4Qt4gGqsef5sb2ajD39rpZKKJsKJ4/USOsFGzr4rMB7rhLtiCZoRCRHYsfnuAoF8lpmcUZesu0vfuXux+6AQzVvZnw20FLCpfhPvyXF4ePY4+3erAE89hZxS3LH4M7cCnCRb48e7+Eq3fw4wfXuXQC0UMebEP+pqztBfuBBXS4wIUNVkxtzzD4i0hNuxJZVK0B6MhG+m6zhA8JdAOF2/Hd2g0mx69E1ebiBKqYs6+D/A1Lfrb/6uZqCKH7sWQGqQlvwbrlI8xFE9HEEVMpmKEEXcT0J5DIy4komYy9q29UGursH+wiKQMgStHHdw0VebDj6ZRU9oMLctQ7bWUHtPyS300Dy0+TPcZD6E5vxnBHyTkamXrSh8jc1UMjTuIyWjlZGECZzZ2ZfboH/CRxbXX62gI9uTxHV8RZZrA1qcLUET578R0pO4/owRdyPY6fAm3IKebEFq9xFxfREb9NKLNDQhaHYI+DNQGVJ+PqxcS+HiLl+aWasI8AjSHCBM0eAUYfn9XZrzUC0OYhqLV56k/p0cTE0uvHk0Mnmpjz+oa2srjURGwSjLVRypIj72CJjEMT+bN7JhbzPJt1/HAddt5f+MEqr7fRtrt5zH2vhlv6XeoShD36W+w9RjF1cJWopQm+j2dh5BsxP/Lt5zNgK9WpDPqj7sgYhiqbQFC5eO4Dt+KUZiGKXcgge8WIA2YjzB9GSfeW0KK2YzUYxe0vIpaPIaw7Cc493pvus7eSWyCHffOh1i9LJ0eWTKj8+rB1UYgVAkaHXJ6X9zr38Rp8lGw6y2uf7UC9/FFyNo8vnhyPMevJjHkf5T3/obftSWK99RjS/0/TyON6hbGnb+Mo6Pew+WtNTQduULpnjr6pbThu+TgUlEXlKBAVKxA+mgrjWcE8q6/gL9NwtviJShayOqWy/ML5mGyaBFFgZbTdVRvu8yeEwKORAP2PY1MnNOTQ/tbSL9vAoffXkfMyDSO7nLSdYANd6MX2WLE0+JH1Er4WzrdRfRxYYQ8AXRRRuyXGwHQhOnwt3qQTRq8jW5EnYSv3o7WosHT4EEfrsHV7CO3TylabRSCTaabQ4cQCKEN1COLbsw2D+2X7WhMEGi2gyAghZlQ/AEyZmZQuOQYrS0VpKcXo+b9CdfnHixJJiITDRSWiiTFmrDQSiigIAQV/M4gPkcMylUTT/10gWj1FA1NU5jdcx+yUUE1Xo88+EcMsZ/h/nYDEW3bmPXjHZx/6DPcWpk+ax5A1Gvx8CpZVGHU70KQjQyytmM5dj/iuKd/+8OkMMjZhC4Y5NaCIASD+IJbUOXp6KVbQQmAGkRpfhgizyFpDYQ8XlwXj+NO0uM6VIVFfx5t3AyC3rVI5huRLBA5aRoa6ylahZ5oAtcYbNuIKamVxq+OcWZTH65l2IiN1OPtMDMlLQL3kWiqz6zC54gldeqHHFwzixJLDsFtJsY9GkSpK6LXa8+iP9BKrPkadc15WIR4bK42du66jms1Int+ukrmwvfJ++qpv+uTomxCjMogTNkMlhhIDuALvMH7H3XHu/80SvNVpKF34vXnsX+lE9l1hVijjKlGByENIaPAkDvSueGVXly61MzBR3bRlt+MKdlCzztSkIqvoNZX4Q26GDuxjgM7wyi7aiG2o54utlaS5o8g6dYRpAOV+a3suusUiz4czpNz9vDt7o0YUq5D1FSgNwVRzevJzplD4Iciut/yBtriP5M4pJHg3l3I/ULsWTqOBz+5HjljFkrVbaDugR4bKVn/E20d0FjTh6QbryOw9Wnq9m7nxc3Xsfn1OlwfLEQ/9WHkLrMwVt5LRNxoJNrwVZmIHBDHo88UYm9IQwhPw++9RrhxC0waiGtXAdq8qYT1XE7tnFKW9jJw0yP3o5QcJtF4nvZA7D/khKDXz7HZaxj0zZ1ow/9rp6j/rmRdcbKN+G6Wf1zwH8ASZ2DAPRnURtZxrcpHaVkCtpnzGfhMF+pPtbP7Dwfpb3ChaiUUhw/zdfMQft2GsUc6qurAYv0tdeWvG5aWKAsdzT60Fg0dtV4krYi3xY8KWBMN+FxBjNG6zrjP8E4DAUkn46nv9KjTx4Wh+IJoo02EnJ36INpwPf52D7JZi6/J/RfpVye6cB3eNh+GcC1i+RVEScCSqCGUNQrhyhW0Rh/Ob14htUc4Ueo+tLoo9JYO/OcKUWUt6smb0PYKh11jGHp7JGIggH7KXHa9KNN+tZUpXw0n/+ajXC1sYeDcNMo3XGLm2kmsm7a/czN21xK0pgxM4bsRUz4l/sQCFHEOilAI9v2onlkEvHeijwnDU2Sl7dARUgZ60Nj1eD893Nlwsg/tnUUEXJ12WvFacDck43/nWeCfPjkJndmEQudnwezCMrwUgjs7v0dA0dtBXEdULxOuwqE0rulAP0fi9PP76fNMDrZuHyCKg1BcXyJpx9NxqQRDdjfqPm8i94kRuD/Zxo7Gp9m9oowoQ4D+7Qb8ac3c+MRpGuubsA7Ow9rNzf57zei5jaAzn0e3jqT4PQXniS3Ev/givj1r6OW6TFNVHFfzA4T8V/Hp+vDIhz9isYZx64Q8pvbdS9D9MLLxN9F8r8PPhxlbCfr+ovMiCoy7K5HeI/+Mrs94Gtvms2NxLVKbD5u+mTOXE3FeCxDSCgx7IJ2xC5JZufgQw7MLEdQQPz63HXn0XTiPn0Y9Woiubw8CHdVotS14WzQI7hARRj9Ov4Llhkkk3dr/b+cy74ehvNdjJ/ZtLcy7N5HKFQOJ/cCK4t6IbFuN1zMPTURPxNRcYiqfxbTgUYSLy5CTTch2L396chdi8k8oFWYQuoNoRy2/Ec/Fu8mYlkPtD/k07TbSY9GjRBxaQlaVkRNNsxkyazyeH99GiTWjTjbR46G0Tv2Y89m46pxoej1P0vxhKIpC+/e9KVx6lAHPHcU82oH30lokNYKcvEpauw9n/bJGHjuwCGVfG0MrzrD/4QOMXD7iXxUXO/3gesxp0f/liRp+Z7J2tvuJSP73aVR30WWqP9tJaWMPBr4ymi33nODAmyWkj4/FNiiJUwcayMisQ1UhVF+G6vcjGMNQmmr+rh5NmJZAhw9LtI3WqlZsFhlXgxdJL+GqdQEQmWwk4AlhjNHjdwTRpmrxtXiRDBrclc0ghOi4UI4sugiWFSN5qmn89HM6LjtQ2/xopRCOPUWoXhXnptdpLc5Dl5yCKS6K6KsX6frKrTh3bEZIGw7qFXxeC5q5y6hfuBbz+FtouXQZn9+GId7MI1+V8Mqsh3hzSSHba8eRMjECWg6gFL2M/fx85p+4n/VPr6a1Mokl+ZPZPfQzBrwxlpafT9N/8CX6jT6FaMhGHvMoavENhI4sQ+jzDqFzi7m0fyIxWQcxNlzCNMBEqNvDOMR09LFOpF6PEaY5DUoQQkHcwUWoYjw66c1OowclhF95iLC5C5Gj4lFCAfBLqH8pjxKCUBC/uBFfpAe5/f5OvQ0lhJcP8FfNAk8WEaMV1FAIMeJnRj+lQfVPIrA7CNI5tD33IkeOwlP0C5YkiZQejdRtH8xPW3Ioqy+lv81HvapgGJ/LkOw1KGlPYG7aSOP6KpRxJowRZoo/LkANhGg+Ukpk809ELVgAgS9Rmy5gGdUXbdl+LLdej8aiRbxyH5+Xj+T45Z7k7y2jzB9J2oUyTF1jCbS0ovp81J9vxxCmMPPLoTRVBwj5VTxtfrZvd1D5fBMGw3kiwty0l7dhF40kx1Zg7tef5LAQzQeusHvnRXrMOcykabcRfekMrhNd0ZoKiZgwHP+lC/gvnCQsxUO7lE55aT8cjmZiY9u4UBLHjlcryXu0k6y9V68RbGvnvq+s7Hu2gME5kYhJkfhOfodh+Gd43QvR6O4CwURo/PvILV2g8g+oqTdCvQ7s+cgjbkBx7SJ4LQYh0ExLk4CsdMHnsnNlt51JPzxA5codnH78V2Kvv4tHdo/hk+sPUfBVGPf9+AKlW1/gtawHWFM0m4jk8XgvL6G5MY7EA58TCL2MmDOP2JtvJ2xQH6SUF+lY+xDa5HIkQSQi4yxVHydhjAznl3fquXH1QNJuzGTb9O183/87xn+yEdugTQAUPr2bhAldCTa04CpvYeSuh/9dOOX/dfyuZG2M1NJa7vq/rsff2kbLyrcor+/JkHfG8f2NR7h+9UDyzzZw+YNyZq/K49fz7SQlVYGqYBw5DU9BPqI5jGBVyd/qCbq9KA473vp2TFqRlqtezHodp3+oROcMcOWNTViMIezLXycrJpbqz2pJNbdiqPLT0W5BEFVavlyHySBT+cFPWKwOgpVl6EQPbReaKSsyUG+Jp1+CRBAdrV4B2TIGJfwaScH9RAoh2rt0xdwjEfcBEyFvp7aJIAkE7B4EjUTI7UfUaQh2BJBNnREaAdWAikhIikSs+Rm04ZCzjAn3LKHqm2JmPniVpKJJOI9cJum6DM4u3kN0bjx9byknrO9QRNsAOHg7qscGtgj8v77Gya/HEjm0GHP3WzCl/URIN46KVb9QVzoEf7uLlJk9EFy3/G02jNaHvn8IJfhsZwaeKKIxOlDzlxHSyhD04G21gGT5yzEiiAKIITQpRhT/us7jBBFVlXEU1CMKPhDFzrXqPB+ByjIQO+sW5ECnSqHqxHa7AfVyJQbBx4cv64nUK2RFeih0qYzKbKf21AE6NDLuwk2okglRcdGyxUmU3EhYegiPS8a9/lMsvXug6WpA9f6CYcFy1CNLCDiD7Lp5JwCGyIms9alkJZXz9HV+TO5UKt7+GneHDo9LR0g2oSqQGi1z4oltuB0qqCqCKCAKKgkqKA4wG3wYEj1EDEykW7djlNZcw115A0MX5xA4fx5nsRWxYjfGkf2QnD6Uiou4Dh7AlNeXQEQWF7dcpaBZZdigEJk3ZuA9lU+MNUhBo4O6kw2c/uPPjFiaTcu6TcRMzmHiO/25/O5BwoflEDyeTrvtEcwZE1CVWoKB3ejlFUjBQlS/EbV+A2q1GXHydpTWZxAMfVDKGtAMuJvTS2ro82gWqSk/U6e3sX7gBgbfUELqWC1HVvkJ63qUJaVT+OrOAvb84Vtybx/Pn74fT2ScEejF2fbnWfPKSTa+U0n7xQCW4Bbk4vUYJn0Kfju/rh+Po9RJanQtA75bizWlD2G503i/5y9EdbMw+ukezDk+m+OvPsHW266j54IzDHo2l7gxXTjz3A70ejd5q+9A/DcEK/xXwO8auvfT6xc4/ek1Xiq//v+4DsUf5Nwdr7O/IJw+80ZTsPoaE17rzbJ3TiHJIvrLXubeInD5UAfW2BYEBFrssejNtfRMbqe61YinJhmT0Y2sVUju1oSjTk94mo+yy+H4AlH4pRCaAGQMM9F8oobc5wZS+9k2Eh69g6qVm4iZMgjn+TIcjnDCesTSfuAMmc9dT9lrX5Dz5fMcmb6StIcmUrT6FF8fkVl4bxc8lU4CqgZrmhl9spGq7y8weGI99cftRA9OJLy7hY5QGmWfH8ca56ZLv3pCigdTuJeQvxlJGyQk6mn0ekhIN3D8oJ5RIypwno/D0rcNR6uKxtqLwvUmBjxwPT4llqIXtxA7IZu0IS8hJz+Oeu590NJJfr3fQzm1BiF5FCH5Y8SUlQhlt0PqDoTDcwlGPkKw+CCGm19B8bUQaJ1FQNmLJPvRab2oTXtBtCNETunMfgwFCO5cjDz0JsToJJTiT4FwysW7qawyI6oKsSioIYVQQEUJKJ2voELi+Gcwu3ohtPZAVTuNDfwDl3Pyjc9RQipqSEWjP0/ejG9Qq/vhKmyg2W/i00Np9OmwckZx04zKqFQPfRPa6DDGMXCeF7HsJGd/nYM1yo+zzkOjuQcpfb/DciUSX2sI2WhA1AiIErRUKjQ02AipJgSvG1SV8DgPkurD4zLg8uhwh/SEQjIag5OUftVEZTQQtGtoLkilc51HQEFEEAU0RgFzsgVregRqXTnRcZcQjCY0I6PwCnu59sIUUBSsAzKxxRxEaWuhuSgebbcuOC9WgMmG7G0koOgxDBiAOVaD++IVbA8/yI/D1qJovXxVqfCHEelIjTWM+v5GWt94mcRn7sNf8DPB6L5UfLILS4SbSnsE27fnMGT0ZSIiI+l3w3bs6s3Yhk1BHxPC7Z6K3vwZatWTSNFP4VmzGsO9n7N12FqybjHQdqiCpAVT8dVWUbn5AmJsdwatnMGxJw9Qd7iWEYuKsEaVsW/xRCL7xjHkoynIehlVVXnvoaPMfKAHcW0FuHZ+D4IPS1ojimrmq1enMnVxApzaSlRaBeL4IJKhEbvzLpYNjee+A2NJzotCURqwX9Wx5YbdaEwapv84DucHz6PPG07k7P8+IX2/68w6fVA0+Z9eo6POgyXe8L91rKqq7Pv6GvZvtpNgErhcYaOf047g95M8MYamx1zsdNzBPabvEKL0HGoPIDWm0mjxMu/h3vzwuobeL85n90OnmDkhElEr4jhVge0Ps3G89BXJjywk8OYPWIal4Lxch9OuQ5+eiFjUhpTQFUEUCeuZDMEQmggLIZcXOUyPv82DZNDgb+5AEARkrYgaUtDHmRBDIfpNTmH3jnoGpmgxpJjwNPuIzrMR9ImkLX6EmNJ66j79Ft/xQvyWAYgakZBiIPqp91BCQTxH9iI6WwheOYA2qycJ13ahT5rA4NSNqBmLCBVuhoQb2PLpBS7WjmbJW1/iO7OC6PvWYewSja/JiaTXoxa9jZC7lFDgBUTb04hhQ1DEL0AJIBriETwF+F0Wqj/dTbRsQW3bjGRpQ7P+Jhov2/BpetB2fiWWJJGoiKsEAl6M4R4kfT5/XZdW/EHEK58jVGgJelVCbienDn3Dl4d7E2nRcZ2gBVFAEAUESUCUO9/jRiqEqlsRnFV/0clQaduQRcc1+9/KB0N6ghf0iL5znC/NxqRTSGi2Umlwcc/kIszGSH44mchze+NweVX2vXoLR1bv5FJkGPKBBpw1YXTo2jh7aCyNtQEMJgOKGsQW7iI51klWajnJOiBUh6SVaPeYaKjQIWkktPoglmg7tXYnE6ecJrF/FTICYrcYAu5K6iunYfj/yHvv+KqKrf//vU8/J733XghJIAmBBAg99CJV6VLtgAoiKNgVC6KiIioooHTpSO8dAiSBhCSQhPTeT5LTzz6/P7iPXh/L4/39nq/e+/19/jp7z3rtM7NmZs3MmlVcVajdZTj6K/CIVGKua8TaokXu6Y7j7FSEhpPYbq6D+3rkgUZCl45A03wKMX8rokmBwQDufTxpvZWHTOOK3qxAEdsTn8QAGvadwOWxRdQfOMu2SZdpalbiGtBMgsqeqvR6Ykf4kPfFDe7XBBPx0kHM0iZatFeJjTLiMGAQYaNG023dsxjcemC7v5fzO2dgLK9AumI/VrONwPEpWNVbiBvWCPWAaKW1wopUJUVSmEvo4yPI/+IMLi6VdP34cbK/LOT4gA10eSeV8P4mtJdbMLimMuz0VK7MO86hlA0kfzoE75RAFq1JAUAUB0NbOaLcEf2NTViD1aglCkoutxPbuQiZhx6Jw6dIvOU4Vcxm4SlI++w26YVRqNxVdHquK49mj+f84jR2dN9L/9FKfP9/JKjhrw6RmuSGURSpuNlE1Mg/J6xF0caVPaXsXXUHaYsIjb5MmuSIv2srpYfzcbR3oPZ8LRKZhILMBgSVnJDH+tP+zWEcVTKsrjIEDwUIAu4hThj1VmROMlqv3kVNKxnP7cJmVZG27DKSVgEXZxWWdiMSOzv05Q1IBAvF29PRNajIeWM/osFC/c5DiEYT0ppy6mrcsYkSKpZeIiDEQvUrT+Hk7o1197sE+9sR7ZhOlUyCu5MFQbBgVoJbdTta7xBqXzkNgKNSwCYVqUvP51ahN71T7bDZbEikD/I1St2DMGfLkfokYs45hxA+FevhU6DsCLJDYGhgyhNm5kypxGSpQt7uirWtCUNVC65dgxA8BmJT3cTmUAaNoG/qj/bqbZw1FdgaajDdkHLvcDE2BhDY/zSSGAfUPiDVK7Cpu1GxXUClMZC4e/lP/WK5/Am0ViIb8sFP7wzfTkXadTlCYFcUiGCx4LR7Dwczh4LtgeWHrfUi+tp89DwFVhtWs4hV5Yg1rhtCSyo2ixXRKuLu+iOpXVSopPewZB7D0NrOx4c7cPByBK4SDR5yC6kqM+M/OoJdlYDETcK9GykMmeTG2R33WZ10ApOikQpnM/393XAwtiBYDLgpaxj2qAZtsxpjs0B7g4rmKgXnzc0MDGpFrjYjSMBLocUnh1bTWgAAIABJREFUERp1PrSI7rSV6pn23hY0/sNBY0CSYUNwfxWhYRZOkZ7oqtqpzdLRdN9M+Nw+AOiLa8h/fTN+uWtw7lqB4NsVofU+Zqsa27Vl4BODpPscpAXbaa4WaStQoQpKRtZiInTCEPLf2IJ9p3BaSvRsjNpDo9gZxygBn9GR5F9ywENZwx2DiaCcQkwyK03FjpwGei4dTdU1LSkjtLRfPIvzqNGILbW4jElBbPmGEVtHw97BWCKWIerbaWsdienKNop2TiLQ42t0jfbYvn+asBkKCvcGEXTiJh6BjeisAVx56hgxy4cQ9HAsNxYfpcfIM3g+OY/iLXncmfsB8S9Po7XiNurK2bTvHIJ6wiIkEgmGUxuwNV9E6puLfKodksZiBn7jTelxBWKIEcFnNIZdb6Ca8BrysGs4B9XR2x9aCvXUZ9RwecEp1L729FoziC5zfKl4/y6FL3xI0GtPIXOww2rJRpBE/0uJn//T8JcKa7WDHKQSanOaiRr5x8FZrFaRy7tK2fdRDlE9POgzNIBTq+7xTvEo7F2VHN9/kKIKA0PfiiFt5R36jAliQb9DyG0CzTUGRNGGRCZBpZRRX61DKhVQOshobzPxxdoiZg9X023ZEJpLdRS+ux/foWFkbFJya14pnu4SBFstkR1LsXNxR1fWhEPPBOw81dgP6YB9kAtKfx8kjhpEkwWbCIINRKsFmVTE02oBG3haRQSbDV/RiijasOZuQmhIx+o9nftr6ol/aRjN1/I4f1BKfqkDE0anM9QrB0uLG9lzPyRw/jhMWRk4P/o4ugNNSMOiMR+3gigiKCyYK/ORqO1BV4fUzpU1b+xGqE1BEqTGsHEBce++xM35hwga0ICgCcFS+ylF6/shbX6FdrmBVi8XAvvvheogYkbmoRm+BIqfwRbyOramlyHkE4xnX8a+41wcxSu0vP3zTsZqFkFhQZE19qd3ZXk+uJV8iMbBzH/ttvvMaIAza/7xLMFmNpO2KZWy7BMPdtgSAY8OnQiKyEFXrPuH5YiAvHMwb66+yduzLrLluh8nr3XEjIhZqSPcWaRjSC2jh+fhlNAPW/BR2i+UkVlZQ91NLXH+rnSMkiOvhKDWVtycHOn8dSION5Zh9ByKVJ5NY2scVrse2PnaofbSoGocgrJ7GhKZDNGghdZKzPcuoTh8lpCBVlSuvqjtdEhc3BB1arA2Iyqc0F4Jxr31NFJfe6TRjshdnWk5dw2pIQ+l7isCxyehaWgDtyEIxkpoaKbp7EyslSWY6kq5ffAoGY7JjIhIoexoEf3Wp5I//x0kpmaqqmxo154juzIK53FRxPvYcWNbKVO2dmZxaBHuLhakgoTM224E+xsJ7uyMKqUjx5bcocczEWh6xVPx/Y+cmHiRFF85xlo5zoKA0FqMTa7BknsRqUcwTopqbJ198PZsBEUX7B1uY3Psi/yWgBBejUmrR9coIXBBf3ztnLm19CDOMd70fCSXiuxo8l+8Qsc3J2DVNnP/rU34jklHM2g6hgO3aFs5A83UVxA8jdjcb0FrN2Su4xGdSvAIKMQjXoLMfh0SRQSoumLY9QZSv47IYlNpLVDQml6CSiqh/5fdKTlTQcHuhWja4glbvYTq9Xu498Qb+D49AHn0UlSOW0ES/dN4rLlZhyABzwQP/m/AX25x7uyjoipH+7vlFoOF8zuL+fGzu8T08WL5/v7U5mj5fMR5Fl8aiL3rA7O7gW/EsndOGo5hjrSW6Zj6XQoyhYQbR8q5fa4awfogAa9GLae2qg2FRkZjlR4vq4Qld0aQu+omn/Y5Q5tJgqhyJXdpHgnj/VmwrwfefvY0ffUOUrcQHCfM/d26AkhUin96evBbAogmKzVXShHNIhJBwGKyomyw4uDogCwsGV+/72k4k43H2P4UrbqJXidSnCcnKaEN1xdXULvnKkXvfo+LRxOKs4eR2Dsj3r2A4OiG6dYhVD7tWPM+QKVUYy0SkQZ3QqU2Yii6i3T4MwgObtiOL8M1OJrag/fw7BIGzU649R2DImctkqQJ3LyXQMvJ14kbPhqpqxWuLYTEZ9FnryY/ZxTClZMEdPEkYl44tpO7UDx27KeWXnntBg3pjYzcPfind4X9tmA/oTueQ38OdSlmTECSsOvBb1HEeOFHElIu0G/TSESzGawWbFUbschHIsrH01rUSNZHl6g51gEP/ypmfZxKvIuFuT5mcmUWHDqF8uwjO3Hs/gS2YoHW81f54UpH3HRhTJnSkZiMGvT3a3CQuBL2dCwube/gENtK3dkQ8mp6UZneEVOdGtfAcnIvFWJqt2LWWxjyWDTR+UOwIgGJFKRKJEoH/J5cgM00H8F1FLaG49hM+QgyP7BWg0aNU89yFCEvYa6rx9LQjLG0grb0bDymHoGIkThqj2O1RmLTOyHRnUKUK/GPXM3htG7kSSOIGDuYDUtOMndNG+1Hb3P/+esU1TvjHR3EfVcvFPZKui7xY8uidFblj+Lo61kcmXmJWCcDPsNCuXegnEapBEulGl+dnk5Jep7PGsq6gWe5/V0efQbFIpVLOJU+hvK+5/EMG4h29TESe0QSpKmkzLUrnZzO4hIXB82HEGLmQPNhBKfe3D94HmWDHrNeJHTpVIo+3I1dpB99Dz1O3vMracixEfTsZIz1BnJe3olrSgTBqWbasgIpPJNP4PLnkNZm0L5xGWKvWtSxj2PadAPzrQPYUubTcD0Cj+izyDxXIEasRR7dF2lwPKazGzCe/Y7mdC8UnXpiM1soWrkHZVQV3k9Zadmm4c6slQTOH4vLwB7cOfE+xQUJPPRIOJp/SDRDk4Efxx3DJkLkxDB6fZD8H7/r/stjg2xflE7FhXoWpQ3+zfLjM05TnF/B+O1jcAt0oLlSx6sRh5m2vhtJk38ZcWuZaid+EXb4RNqhLWtHEASqCrQUC3LsjRb8/SWUBiu539hOrKs7Lt5qpJntSIx6Sot0eMS589CKOIrSGjj6aR7aOiNazJg9bHw04QzBb3yIzMX9/1U7zz+6l5a8BqR2crA9sPBobtGjdrAQGmxEYamkw4b3EGQysg9WcH7lbfoFH0Ht2IY0figOzjYEZ2dazt3CUFyKyWxHULdi1EOfxHx+A/IekzFd2Igi9TEEcwW2oqOIkvtIw2ehO3QKVZIbQsRCtIe+pOxGI50ecUboughjdhqVx07w0ccDcfRW8dDwXXTupMLWXEMbTnx81gVVoz3+YixDBx3AZ0Q4lzdX4ICAUOmJxr2NxlJ3LEZw96vFzvmfck46tOGWmo/a3fDzuyY11pyfdzZV5Y5k3QgjKa76p100Ds1U3vWjPN8DnUnB7SYJl5ukfLzkGHd3DmLQxHOoRr+GUmnCfHUHyocWwc2l2DrOI/2d9RTUaxi8cAFZL+3GL6oR31eWsnvBHbr5rid47CiqDqXRUitQqhuK2lWBs1s+7qHVGBwn4RSowSXEDlXuIEwha2htDkBb0k5rpR61Qw4hiasQFE4IUmeQ2GHT30DisRKOvoYw4nWstW8gDzn3i763lr2FtX03Eu/lSArewmqaiT49DU1wIa1aF3IuDsRu9iRmPLSVU8/Vcmq/I4ldRJwHJOE8JJUty+9QmFbPnE+78WHqGV7ZF82eWadxUcqpbdLgHOFOZG8Nzbm1HLysR2Gx0CvIRuruCfw47jhIBDwnR7H7rWw+qxqN/J/swtMWn+DemSpcZnSjNLueu+lNeChLqK8QGJSaw7brPXl/0Xc06T9Afn0zDaV2OLm24RQfgte82RS8uY32vDJc/cqxHzaZ8g1ncUzuiN+TD1G4+H00khpc5y/DfL+I2q2HcB6QjLvXcbS5LTQWdSBg+VPYbu6i9kQ2TW0daCs345lUR8SE0xC6ColL/wfjpk1L47tP4fzcB8g8/BBFkbPLj3NwtZYJqxOJjbdw/72t2Me44xXTyqqNTXx/3YcvN41m8PAwdvTch3OYPT3eTebQuBNYjVZG7hmMc9h/bmzsvzQ2CIBNgCubihj0QsffLA8bG4KHnRnDvWpcEgJYkXiczg/5Mezl6F/R1uVpuX+ujsEfdqG9QkfwYF+6PROFst5Ae54WlaijtVYgraKBV9f3ZdPSTCYtC+Lu3mJsPg4syxiOR5gDEb08GLaoI4mj/bFWW9BmtVN4zx+qwSvRHYW9/F9u592vbhI9P4luHwwiYmY8ETPiyL5qRSf3JLKLDEt1NS6DeiBRKfHs4Ei3WRFU7LxNXqY3CrEZe0Uzpnt3sTWU4zKkLzqTC3U5Vly6hmArvookJhUx/zKqkUuQeMfTmlaNReeE0uEHGm4F4hDYiLTmB9Qpj2K5kotDJwOCUkH13gIyLqkY8cpVTFVdcLBW4BMCLVU+aIss9O7dyIihzSQ+3hl7wykkYUPwUOTiOnsN/jMGY1e8lpDPvsTBoQmp1Ir/u+/iNHwUTsNHYd/+A4qo55F2XIXE+ykk3k8hlJ1G/vAeZElTkCVNIft+PFdP2zFszwJUvVIxBPQm+6tWKnKdaZXZyGmVYOgaSmehkrz9fejxYlcCB4XSfOAzLBHT0Pi7Yzq/GVnfl7m3ci0NefH0f0RK5sp0AoZE4OLVQsO+HzC2thA5ypeWMydpyHFFGR6Pk6Ieta4SeUs5p4/bc3p9Kxe/KeLUx/ewi67l/FIbt7+ppfRsNXXZzdi136PpsAvNN/1w9ruM4YQMuUWHkHce0W8Aba16WtPbab1jj2jQo/BwRpBKsbWcQWKqRdAKGPNbaDzSTkOjP9eO9iPi4c7cWGOlh9Magi0qAlO6UH4vHKtPJzouGIBELiM4wZmrH56hq1Mahy5bEO7cpc3qiSopksTpEZRdrGXot324/f5VPFM7Unldh8lsQZZzi8E7x9JW1k7Jhgx6TvYleHDoT6Ztrem5NPzwI1KDjZhBAQxcmszQxzvgW3GXhEAjYS8txtXbkfq8brSdzaCh1kBAlIGwz96k7fJ16rfvw2f2CEzZF8i8GI9ZcCZ+9WTq9l+iZscJvALzscVOIH/lSWRubgQtmUTNpr2ITbU4zVmJIMio+mIbsvAueIwfhKZ8D96JKryfWY7gGAZFL2LT30VwHYqgUGITRfQnd6HuMRhBEAhJDSc0xYMtc66Tn25i2Fd2OHt/jrRQS0qSBymu+cx7t47iLUW4G8BSWkXJ3rsM+HYgEqmUM/MvoW00ogxyxMFV+T/M4H8//OU76/qSdt6KP8Lqpgm/S2M1mLk+ezMt8d059ck93isf9ZtHGEObmRU++7EZrGgcpJh0VsxWEG2g6miHxlNByYVGmjUmapUW3APtiS5tQWKxZ96dMTh4//Ylp8VopeBwBemf5tB2v5kJx4fi2uF/jhJo0powtJhwDLDn9Pgd+A4OJ+qJnz3Mvp98BbPOwoB+degz0gld8QxK/59DqmY8vIKmGinuA4KJeSwawScGsaWZquVL8J7dj/azOzBrFThNeR7zyTUouk9EnjgaURSpWzoX52mRyDiOKc+AIiAewaUztrL9iPWNENQJqamatI9TaLV40mfZd5zfMY0ukftQeSTTcrMC994KhPo71Gs7I9e4ozRdxBA8j6L1V6gv9cFmA1e/Ms6d64rEZsHFs4HCKu+f6v/Q3CMkTSxC4vQzr/QF7aj9qn96NhsEjEVO2GlE9BYZO16YSMeoOpTOcszJ3YmZGMaHY79i/y1fPt82lJhe3rzU4ygh9jrCbHpGnp+GtPIiJQezOLDSk5kv7qI4NxYHL3s8nTKQ+ndA0X045pOfYdRJufpDLL7J3qi9nZC7aFC4O6Bxr0Euu4IY+RoOnsoHGb1rxlNeMhZ5ZV8MlXoa6tq5Ud9EdkEz4ZpKxju3orDX4RNQgM0icn53H5CAf1AldqEBNOXU4ObZikVlI3TiHTA1Ya11pEE+kE9f8OL1Ny5y/KuOPPR+Gjnbw3AfNZXGGyVYWo04D+nB6fmXGL8hlLJd6RSfN9FktRA20IF9lT606Ww8/XgXvp+ZxoqKh/jMcxs9JyupulaCopOO/bsiUYgCHSLMxLqU0qx3xLN7GG0FDbSXt6BwUuGW6I1YcImOSycgajxIf24PXgM7ELt8CCWf76XxVDqB88fiNqALhfuKKN+4l4BIHU4BJsTqchxnLsRY3UbTlvWYJa74v/065x79EV11O72+Gkbekk3cL3An9JEYEhdGcef5zYjtehztK3HsmUjLxVu4jx6AY+8ulL3xAQ5BElyfWIzh8HosRTnYTZiHXL4ORD2Sjlt/Gi//nMrvp/lpsvLl0OPYSS8x5Q0z615yZu4jlxDcI9DW3CftnhPOZX7YJ3ZD6RNK1sdpdBpXiXeyMx8940dtYxuzBtSQfGDp/zin/53wlwtri1lkgetuVteORa7+fZV5+rM72bhewvxjfYno9fsXBCadhf3zblJ0thbnIDuSnwqn0wT/nzrYahY5/HwGp769h2i14eSu4ulD/fGJ/3OJOI/Nu0bV2XKmZ4z9RWD0/w5Dk4HtPfcimmyM2t6PvDXXcIx0J+7l3j/RVGU382mPkzy0xAuX8nMEzHsYbVo2popSNLobaOvtuHg6mR7T0vB0aSUvLYBOvSrQVxlRBsiQdJvF90Oqmba2AknTfTRz1yGKIhUffoxcX4HHhLNYfEZg4Tzqu1HQmIGIAsFowWa2YYozULA5Eae4fgQ4roX+R7DtHwsj92D6ejqyvtPRntjE8e2D6NKtlvo2L8qzHPD1b8CuU2dsog2npr34vPUxt9flUn2+hGEb+4DVgmgRyVnzNbGdziJTPLA5FkIGUX1UxO+Nn61IxMLjiBlfIvhUUZfuRcWZLrgPTULp7cqe1xvRlzfSs0sOSn8RwSqw9mAEiROieOyLJA4kb6Lbu/3w6BXAys4bmf5SHRKtI9aiG7iEaVCNex7z+Z1YCjORxAym4eg1rFY7BJvlgR4aG4givoPz0Be5cyczlPRTcahd69F7WrnaamCQ2hVHVxHBo5zGzvnU1EwlJWEnnYPDaaxXkHmjjNNbE5jUNwNdy0ishYX0PzCdPRMvEzLYlyxDLfrqS0x5RM6WRXY8++purh+MI/6JXlT/WIR918401zvQcPk+MW+PIHP2V3jF29NSWo6bv4SWKiccUpK4Vu/BjcMVPLu1JxOSd3L2fD++H3+CCG8DVa0SGl098OwSysUTDcgqLCiNVnQmmPGkgh27yyl39WDtyVE4uiqpOV/C6aWXOXDbikz24JQ4ZaoT7qZmsiKj8Auyp2e4jfvvbsUuwh+vR4eQ/vzX+Hi3E/DCY0h01bTu3YjUyx9bczm5uf0x1Oro+vk4aq7Vkrf6HC6+Ignr5zxQORisDNs1kLKXP8ait+L9SH/cB3Si5I0vEJQyfGMvYFH2Q59dgMOoR5B7uqA/tgK7rjVIU04jkf6xl7MoitS9vpA2rRKX0Gyul4Yz6O13MO15EYvqLspAN4SGOqSyVvAZRWtdDqLeFXurHltjIQ26ULyf2PSn5v+/E/5yYQ0w33UXr10dgnvk78cJ2Tz3HGW39byUNvR/5T9tNhuixfaHAve3YDWLfNt5HxHD/ei3Kvl36UzZ58h9fx9Nuo40FErR680kLUkmcnbCL+i+6H+agGgFkdbTqMN8MeSXUFPugv8jSdz65A4tOjVuC5LoMcSXDclHWHAzgpJvrmOTaYh4bRrrY7YTFnuNfpveRKJ2xNhQgvb6NL5cOI5Rcy6hVtsIHqlD6jgWm7EbgrYEMjY9EFapH2IVPkFAjuxmBsStwHZmKQzbiunbx5B0m4713hVU418GqRyJ2hlTs4Hs985i+4dn3pUfs3EwuWE2yImJK8HBQf/Ay1AQaDMpiJx+Bifv+gcxSASwNqmRCf+UycdoQWeWU3W6I4hS7GKcUARPoWzDGWwWC1KVHrdICX6vvEbd7gPozxzCMSWFtK0qbBYYcuQRPh58DqvFwhNLs6g7koXnyLHIxQZM1w8jC41HkjyWzPnbCX4kHp+Z4xAtFrA8iN2h3TobOpXioHBBUISAVzxiw1dIgrdgqh2NzOMAlvrRKNw20F7zAmJWDAqXNkoNpbw97jEWvL4NVdwXBGcsQT12MTfeL0Lpboc0yJ+rb2cS3qmeLEUB81+so+6ACqcZC6ndcwWpvRr7zpHU//AjAbPjKFl3Av+ocpqqnCG4P+4DLyLVeFOXMYnSjeeJ3fAkiyO+ZdETNj79vp2JCc0EDOiI66ihnDpXzxdvXGfvrUlM9tzO4GH+5O2rQqU20j24hT7bJrFhXT6Pv94VR+cH+uqXffYyZmU8+2ZcJeG5SG5uvs2QsR68vL0Kg8FCz8GBrNran5K3NtNYmIdMARFzRtO4bTeaLnEYew5m5YiDuJvdmHN4IOacIu6tuUhQqgZ32Vlyb/VFNNnouvZhcjYX03riME7uAjEfP87dJRuQqOVEvjuLrCc+50aaD+l6O4w2UAntdA0xkrpwF9n1TxLevR8dunog+wOvRKu2hdpl87Ab8yj66mao3IzbQDvufdcVq04kvPchZAEjkHabhvncVA4f8uWqdjLvbhwKogkkiv/Iy8a/RVi/ELCPWZ8lEjMm4Hdpngvex+QPE0ie8Pen8am60cCBcScYvScV766/3uWbbp/GcHgNmomvsvOIwMfLLtFXLuG19Ck4+P9yQVrd/QQdU9QE606hDPRG7uxI0Tkj/mM6c/PtNFrNdgS+EEuvfmY2TawnqL8X/V/vSOa0j/CeMRJlYjgvhh1gwdZuxE0Iw1yRiqBKRtJ4CKt6MJbiaygc2hHdneGmEanJAyHyIczuSdisjyFzm4bVeBH5HRHRcyRi+kZ0sW+guPApJs8eSIxanKa9/ru8eDV8D6/mjkH2Jxc98fxkJH22AWA+8hqGvHTunU/Ed9ogGlucaLl2C3lZLp5xSpqUcRQcKmPglHys7XrspixF5uzIJ7230NAiZ+r+sbio1LyTdJyVpSM5lLqFuEn2eJqPItg7oRn/NIZTW8jaa0HmF03y2mm/qIvx4jYst48hGRKNLeMAigRPbJZ7SP2/xdz6ChJ1X2zmAgAEh2EYtB9gVTQjvzkYa9xF7F3OQPZk8HoU440mxMYSzHYeZK1vRS2z0VRrR8zLg3HTrkKWMIm2rFqsjXUo+k2g4oM1BA1pRZtjwKUTCOFDkcSOx5a+BrTFCCmzECufQgx8l7w3dxDuX0bmHT901u5U6CKprxRZdOIfl2+iSIrzOj572pXDWxtxEgWyqu2wk0vp0NmCu9ZAl1d7Ej75wT2PQWfhebedhKlkxM/rwJXPC3GxtxA7MZCXv81mx/WHeXXOafLvNLKov0B7VRXeCgu+vToTvjCV6vdXk5ehpzBgFB0iXDj2WhbdZoQwYJ4vZ2Zs4X67B4/uG0fziUxKNt/Af3gQTvVHyLjZHZT29Pt+OHW7TlN5KINbWSGYbWoUKjMuQXYEPBFL+qun2V+vx9HTE1EH7c0mnD1U9BkXzKzXumDvqOC/w5CdSePGLzHrrRw/F8moDxoxHqmhudyDwOdGoSn9EptJh67axsyNgygsEbFzlHPg1lS8/ez/1Nj9d8PfsrwEdnbm5q7y3y2vuttCW4ORpPGBf2Gtfh8+Xd0IGhnMpflHsehMvygz3736QFBPeZMFz5ey9p3rfLprJPGu9hgbjL+gzdhRQuXtZgI7qRAkYGloRuHrialJh32oGzbRhlIlEp67CtPVfYQO86EmswlRkCFKlah8HHF2kTBrQA6h917EeG8MgtQZia4E1IlITMdRxs3DptYjUU1C7NGKuetqCj/Joez1jdiuumE7+x3mK+U0nLWyYVwzt04m8vacExSWS9j6eTO3Dzf9IS8c6i3/o6C2aLWUPvUUpU89RfUhFffnzidvyny0twu4ey4JBg3GeUAi+Vvz6bbqESxqPxQB/tSczCVkzmCsg1/h+qEQqt79kLrtB7hT5EHI04k82n8vS4cdJvHhAC4uzyAgohTX9pOoHnoKRYdE2ta/Ts4RJzT+4Ba2i7rvViNaHvSXaGjDfHUnyrEvY9p1F8H7eQwFZsyNCkzaT7CJTQiKwYimG0icP8RoeBe180dIpHYokp5ApozGbPwa0XUQYsFnKMwHkLSnY68q4mhaB7zeXoh3Nw+MpbVIo4dhyd6DwlNK7u1cxP1LaNfJaZX3xf2Vb5A/sgVZl+lIFBqEzrOx1WaS+fkp2ipETI3LMTm6kFW+mKLABWy56saod7pReLme9vwy8l7fxvFea3gs0IA2p57URztj7+6D0lGJAglH6qHfxuFkvneN4+P30pRTx9l1+aiQEftkB26tvUdwvD2tzSLhE4JJGRLAxKQfmLu0C4s+6MmxszJUZjmxC4ejK67jxpT1bL3Vhf058eR8X05tmY6lecPJP1XDa91P45AYTeTYLqyIP0Z+rQvd1k0mZ1c5S051pdvOiXh29+XwwJ2UNXqy5koYWsEBi6cD029MwCPCiRsLr3C/3o1Xto+mpFGLY0cle6snMW9VMrlpdYz13crcpH3cOPFLeaGKjSfLfQHfHB2Nz7iheA9/F/93Pkbu5Ub5+jPUtk+g9IovJMzhQP7TzHw+Hl2rmVtXq39ryP5H4C+3BgGw91JxeEUOA+ZFIlX8euLveysbi8lG/8fC/+qq/S4C+niRveYyhktX0FivIN46hOnKbswZx1GPX4o8NJ5XnjjDqcKZhHV0pSG7kcyPb1Gf1UDF2QqqLldzfUs+vXrcRtFWiUWrRWLW4dw7jtIfC4l6cSB5X2YgU8kJeHImLn0jKNi0j4gOV5AWbaHgVjgeHZwp+/YUKhcn1Jp22rMM2DQxKO3TQBkGUkdE0wUkqngE3XVEpQWrZDAtAcl8esORH664M25mAkqlFo2HjC5PxOGpPMqQ5QtxbzlEwugkfALakccO/F0+XH7vDilLY/6QVxKlEqeRI3EaORI73++QdllOzfFcmsq9cRrfj49eKMDH2oB/ohMuQVJ8BodTmqum6loLA74cwKkb+6x/AAAgAElEQVSpR/AeEo/z0P5kr76Jv5OWzpN7MPPFBM5/mckLr6/m6noPEt6eiXOML227v8Ha2kpD8Gxu724kftUTrJmsoUvcfVpP7cAxsh3jsd1IXP0RdRas1cUoeoynZftN7MauQsz7BlyMiPpDyBwXYBE3IwhOIPPCpj+HoqAKQS/DylGkbbcRdEaEjm/RdKYJefJMSkocuH+hnuRZQdTuO4xn1Bnas4xILS1M3dQB34cfR1HnRX2hPcGjO/yCV4Jcg6WhjKbLFbj4ybFXxWLRLCDryzzGr+vHgXdP0dchA0NZI5Yr12irAWWgP8lLU6g9U0TK16M4v/wWLqketOTrCNObifHJpNs3M6i7XkvWRzdouVSKXKEi+3Q99lHOVN7REt7fk5TFsQyeEI5PoD3LZp1GIoEZi7txYWMjdedb6LZqJJVVRrKOldNxVCRPbuvJwVezubjuPmI/DdcL6ylIFwnu4cb0NV3Z/XwmxVvv4NfdD32EL28+cY7IseH0fTqOgy9cxejgyEuZIyhLa2L3MzfxGhvAFycLSJc2UVTWzO5zEzmx9z7vLb5IfC8f+j8SwsLVPakrb+frZTfYufoOggSikzwQBIHwXh70fzaSyP5e/xh3KjxGpmCzWtEXVuCcOgD3EakApAwK5OlXkgiPdv3/KAn+PvwtahCbzcby6MOERTkya08vBEH4Rfk8nz2Me7MzA/6NhDXA9rhvcfVsJ2kuqNztERw9kHfqh0T14Fj16IA9uLirWL1zODbRRt73d6m6XIVFZ8HcbsFWUUR4dBE599zRO7bQMbKWEN92StIDCE0opKFCQ6vJjqgR18AkxWw/FnWvmdhuPUNTkS/l5zqhdJViZy0Gm4gsujti9VacunVHEfwNUt9VWBteRqocD8Y7mNV3ydjwLN+dLKRREsNzk9fSvXsS2CxQfAcS30Q8vQxh+EbE3TMgeRnmS5vRPPbN7/JgpctOFtVN+FORzmq3HaH19iGas50QBQXeY3vQePQcMt9WXOykWFpFBIkEqxXybrkQ1FVEba7i2qmuPJw1h909d9Fhage2fXSfh95KoPB8HdW5WibOv0nzmXxCe/uiHrcYFBpa92zg5AotofNGceKjfML6eeKhNtNy5xZJkw/RJBUJSrXHuM6K/ez3afz6YzQpA5HrM7HpWzA7emCxHkM6yIhgaEdtdxKdsR8gR31VhlSZhE16CaHLcYTMx8F7NNp0DebSbKx9XSjYfIce/e+QfjCBqDm9Kd1Yh3NKZ5qjo1ClZ9N88hZncxxYmPnUr/jUVqblUP8tOAW3MOSVPYghX5O5dCNePlpq6u2oNsURHOVJy/12YpYN5vzUXYy6/gSHu36CGNuFewfKCYpq4HKFH851ZkbNE+n83sSf9LK6Wh3ZmwrJ319Cya1WLCJE93Gl78okPGIfXLQ3Nxp4cuhBtHltDO0ZQu+RHlx9J4MMLUz8NIn97+ViNlhZfjKVvW9ncWV7CYOejmDQ0x14c/ApZEoJEyb6krWugFqtnBGr4tEkOLBgzGE0opSuEV64+NmRebiCx75MwtVVxeJxR2gJsnHo2jTmTNnPzetVrN88itY6EyuXXmTUpA689GGfn/h0akch61+9SWONntSJoTy9Mvk3VST/t+JvyZkjCALz9vXivT6n2D79KhPWdfvJMqTybjO6dgNuF9aSfdOZtFOR2HlriJ0bScdpEUikf8/FQHOhlnatCpPUlW0LDXR9LobERTG/uKhYvXMoqaGbuJfdQGSsGx2mR9JheuRPNJnPfIcyfiSd+kqo25fBxpJeLFvcB2P2LhyWvI9uyVSKCmKwudgwNTtSutmAbcPnSBThOPo04CzNhRaw69sbbVIqLe1mOrh0pnnzR1xYMRNz0EV6L52Go3EzEr9Poe0Z5EoVS0YXYKtyw8vbAKIBBDXNd+1RhNujArBaqC7wwTFCQG61/CEfBEHAYhJR/Alh7Tl5GOb4nhwdsoMhw6X4zxxEwKxfOkPZbDbGeG/BO8ietSsf4nCPtXSMuUvJ8vcwaX0JGB9O84t3SRjny/anbrLwbH9uzC8hZmJHkKTT9skMFF2Hc+9OFAm9N9DW4oO2SsnAFyPYnnyQRy5PYm13T/q/GoZh9ff4dkrHUvQG2OzRxMVg3L4O+dSv0X6wFKf532I4tgBZxBO0SFcgaMJx9HkDiWERxD2OUK2H8i8RvUZgbV6HIkVJs1mNt4cdVETT6P0WYlQbBgcfvB8uoujDHQiyMxDgif+U3ux+LJte58pJ6uv/Cx5ovBTEDK/DNaKG6gv+KK+8j0kay732UUiSA7n2yT0GfdGf00O/Rqa0oFE2c6bfJ+jNUHChns5zori5uxK9mxm7GqhsDSX+n8alxlND0uJOJC1+kMuwPqeJnC2FSP6hzjI0m9jb4wCvr0pi3qyzJD0XSsLQQBZ+fhV3s5LvX7vNWycGcWlLEYvjfuSSspZFy5LJWFdB7rFaVlwazMYl6Xy56g4Dno9kzrBINj10gZgxfpwqn8nqSecpOVLPqHkdGTAnjE8mXsCqgpAYd6q9DMRHfMm670ehbTEyecxubuQ8zuXyx341nlInhpE6MYyC2w2sfvYKY323EtvTk+c+7UFQ1J+z7vpPxt+iBgFwcFcR2t2NAx/lcXtDEaE9XXDwsePkE7sQHEXG7luEfWwkgcPCkCqlZH6WQ8bqOziGOPwpm+f/bWR8moWhwcCUa2PwSfYg7f3bXHv3NjK1DO+uD7wc1Ro5ZrPIa0+eZtuXWax+7Rrr3k/nyxXXuXCshCQnHXYhbjg5tdGaV0eRox/RXTwwphXiMzyG9tN7qK8PxGKnIvOCEtUzjxE7axCKABVyy0GKgqfhN/dx3HrE896KS+Ru2UHqU+Ow7zMCiX8It79sYdsaCVUXIwhOHYpCtYGggZ/jED0MU/5FZDIj6bmRqIuu0HwvlmufaHHxqMJw7Rb15UFcW9NKfZMd/iOSkCp/ex2/sjKHxKci/9Ds8r9gMVl5NfkI9bJG5ux6FKnq17ugw29kUn21hE9ujOLi48cRrXJ67nyagrUnCAsp48wuI5ogL8xtIuW3m+k2wou0daV0DduPxNELzZh5lB/bz/mtNhIXpXLuvbtMeeYMVz7R49MvkvvXtLRWGRjwTACFX1UQsWQeDYePYTfnDmL6WeShE2k9cQqZXxByhYg1vRhV4mRqV14k48PuuHaOR+PchKXoIrrqQBqajqDyvMS3bw2g8/CJXFschdJrKqLRmfrLpSS/3QuNuwp1sDfO3WOQxCTSUO9C5GPJFOc3c+FIKaOmdsDSUEfLvp20bP8O7Y/7KC51wj5MQ3tbXxrrO+IzbQw3P8ll1IZenHzzCikxJ9CX1lOzNwOJgwMWRx+Clo/k8NYSnj/Wn8PLsoidFUDjpRbMDQaSF0T9br9oPNQEpfqicX9gKSJTSVF7KNn+2AXazFKeWduTTUtuknWmls8ujkSplPHJzMtE9HCnVqdHUyfBUGbhtXMDaSzV883ca2QX1pMyI5wNW7O5cqOSdy+OJCTZHXt3FT0fCcY/wZnvZqbRXKJj3AtRlO2ppLjVwLvfDiKhhw9Pzz5M2tUKfP0cWLi05x+OK1cvDcNnRjLmySiyL9fw2aI0jm8pwCvAjsC/QTb8Vfhb1CD/jMZyHWsnXaJv0FmiuljYtCqCqDd7MmLuLz0WbTYbOd/lc/6Nm+hG+7Lo475/aT03x+0ifn4MsXN/9rwsOl7OmWfTEC0ig98JwCvZF2VQAOeOFKNvMzP04QgALBaRyb1+QF/RzIzgOsL9WqloDeWiSyjj50ajffcQBqsdft5ptDSHc68+nFMlFUj6uDBrVjyzp+xneFI9jm3hFOeo6ZeUQ1WTGm2jihhfZ9w6x+HWxZFo592oZI3s3z0SfXo2SW8ew6z6nKShAYiXHwXXBDav9CG29RInzCN4eFowzd9/R8ikDuiMnvz46VVsKm/mnpiDTPPbx8uPPHbx2K3hOPj+zxl/fnjlFns/vYlzLye+ODT+V+X6FiNvue8jaZCOaLd07hV0YuiZ2eTuKObK21lM3hrG9kfPclHjg3ulnIdXxpP9dRbJoWlELJ+B8fxOzIU5PH2kC74JHelpcKaxqI0eY8spPneXQQvq+WhSPx6/Morsp78n/MkUjLeuI0ilBD5cjlB0BJuTPS2n3HFb9h1tXz4LgE1bj2rQTIpvyDHUHCZq9lXMJxwwGvrQ7007dp+bzrePXidhmC+xnmYqTt4j5f1G0pc103v3K79oo7ZIy97U/cy4P53yombGxm3mwJN52EwmFKHh2PXujzIukXPv5HJnbzmzDyaRNvUben43jmPjdxHaoRaL1YJduAaFdydashoJWTado8N3MCHrMWY4bOf5l2S0X7rNvYIQsuvtcdNZeVk/6U+P7f/CrJjdeNeLuAlSbjUa6DE/jANf5zFuXjQjZkayoPtBjAaRr7IfYu+HuZzefJ8Z7yRwZU8p165XMnRWBIs+SWHelENcOFnKlftzfjIdBDAZLKwadIa76TW8/MMAyhp1JAz0xdVbQ3OzgYVPH2Plp4Nwc//XskmJosiW92/zw6fZ2ER45LlYpr8U/y+3/98df7uwhgdhUE9/kkXI3c/YeSSR2een4BXs+Ju01WVaRidtp2dqAB9vHvaX1E9b2saufvuZmvEwSqdfC7GMtbm0ZBYT4X0DTZcETEXFWBoaH2RGEW1ouiXiNHIYa95MIzBAjbEcLBduop7andP7i0kNV9Mpsh0XVpN94CFya8KJnhBEyuIogj1Ws/bbESR180OwmXHI20XO7ms0eQ3jx+tq6vJaCbRXc72oDg+ZDKPFTNKoCBZ+25N3HzpNwek6lHI5vRNz6T4jFd+QSgx3r/De1sEUpDfQL7yGPiENmCUO2PdOofp8BQP2Tv5dXnzktYvZaUNxDvpj86fWai0vxR2hzNrEygsTiOz46xgrB8fvpyBPRp9ejZibW3FQlqHycOLCqUg6zY1GjZaywwUcMzki3i3hg8M/8PLoSTz7ogPm61dRRXfA6hPLra8ySVwzk6+ST/B8/gjejz7CpG/iOfnFHkb2uoZaE8P9y350WTGQwle/IeabRbBvEgx8H+vZF5CF1oJ7CoL7Eoxn9iHvOQJJ/VrE1tPsXTCL0SdjYc8XyFKX8MTiGmQyCdNHhlKZ+RWj5uXQXtCGY5gr1nQj8vh3kIb8bI8viiK7u60nrn8Nnk5ZfLKxDyMXJ9L1yR6/4IVJZ2Ft16958lQW1TvqkBS5cb8snBZZPOHjwrnw+i3mpA8lffx7xG98iux5H+EVrOV2voaQMBMO0YOpOXqH7wsDSVWVEfPmo4QM9PnvLP9d1FW0szBhPwu/7UXznRZWvZ7BQ/OiGPZ4B14YfBSbTaSxRke/4SGkH69i5oouRCa5s3DgIUQLbMgdh1Ijw9XzgaAtvNdIWOSvL/OSE9eT2NWHL74a8afr9q/gxqlK7mc38sizsf9Hvv934m9Tg/wzBEEgtIcXdXW+LNuTz/Nv9kIqk/4mrb2TksmPx7Ji0XnaW8107+f/m3T/myjfehrL/QIsGZcRjWbUIT5I5D+rAXy6eRA8KgL77kmIrW3Yd0/CZcwoHPv3xaFfb1oOH0MZGEC0h0hMn1DSj9ZQfFOkMUvPm0cGIZ48h+X2VdpsGgx1nlQ1uhLQ04NaTBzce49Vnw3m0eQ9eBbtJ9ipjCPXhtNm8sapg4aGVgO9ngvndGYJnx0aze6t+RirzNSWtTN0bgfSj1UzeG4Yrdca0WXWUHupDMHQRnL/MB55uzvF26tJWTOB/BNGwqZ2ouzHu0TMTPhdXlz9KJfO00PRuP1xbIU7CzejamyirM2Ox1b++lhbtjeLphO3GLR1BKXfnCfu/fH4PT4G/d376O6U4ZXoRcH32SS81pe6Q80kDouiMM0eZZOM2O4KPJ+YSVtGFod23mLo3AyOrjDSYWwct/dVgA28+3hx4MtWxn40lU2Lq3l4yTaqD+XiOmI8mppvEezcod2CrU6LpNc6tDt2ovBYi8xdj7TuKwx5Nky1fSm60wGEIDwiLFhLT9Njogk7yV76pXxNWMx95O6zUVmLkDpOhLYQxMLLCFEDaUvLpPbbbZjPryFqeC6WMinKnuNpkHTk9ulWUmaG/oIfUrmE6NAPkNkZ0JUOxaDzxOeJaVx+P4/h3/Tg4ttpBNvnYGkvxpK/F/cEHQ4DWomatgjHhl24zH2d8k2nsPRMIJp07tzwIPrhP++jsP+LXJov1yOmNzPu+970nRzCN0tvcG5HMR+cGMzhj++iFS0MnBHO9OXxfPbkFbIvVFPa2EaHBHfy0uoZNiPyp++5uv12KId+/YN4dGbcn67XvwrfUAdiunv+H/v+34l/Kzcer/4RjJIHYDX/MZ29o5KtZx7mm49ukpNZ93+8XpWH7xL+eB9chvWj7mgm2dPfIveZj2k4chqx5e5PdBK1GvseySgCfl5ABImE3HY5VRte4O7bB8ic9A6qe7dwclFj1ll422cf966ZcB89iKa7vgjYsJptqBzleHrZodeZkUihS28fgoJqUAS6UVMpx7ujAzXlbbh4qGmo16PWyLGYRSRSgRe39UZRcADl8RUEeLQw+pWOhPsbGJ35NNjUOD80jfrDV7n95GZ87WpJe2Inxso62kvqEf5xgSuK4m/yQpAIWAzW3yz7L1iatdRlNpFZ5Ui/h4N/VW5q1nPn/dN0+fAh1j+eRqnMl9vPb+X/Ye88A6so04Z9zZx+Tk56Jb0QUkhCQi+hd6QIiKACoqIoILgiFlbFiigqiqB0UKRLEaSD9N4hIZBASO+9nDoz34+4+rK67vpted3v8/pzkinnmaece2buem705zhtKiI72MnZeA2pwYokipSk1dLr7ZacXBdI1/eHYYhrQclnS5l33JWtDbHUSm3o3O4wKZHruPpNDo9u68zCJ07x5KJ2LJuQi0+71mSkP0VllQ531Rwab16Djs/jvLQN7dDXqVm1FNGnD9ZrA7Fcc8MZs5Prlx/C0VBD3FhfnOdW4bx+FFmbiafbWQY8+BCqiCvoDEkIlhJEn9EoZRtQzH5YszK5M+E5ytdsRhcejEuED7pmvXDtP5j6k+e4b1Yct89U/OL4uoR3R1Oswu/BB2i4mYfeFbTaGvrHzedsxG1k7UlCX/LF88UqPCfMQ+uZDj7RgIx08XWihp8mN/0ixbKOyvNZ/8DK/on87en4dfPjsYv3ARAY6cqa7FG06RvI5Jjt6D3ULDk+hK/nXeXdZ47y2dUhOG7bkZ0yg6a0YPb6nv9QO82jvX7Tdf3BT/yuhLV7uBs2QU3xjb+d7/ovRLTw4E9vd2JMt02s+vTS3xQu/yyytYbKMge5d0SajehAwvLniF0xC5c2CZTt2s7tefNoyLiEUnWJLQtP8kS3bfTwWkGq6zK6uS+nm/tyXnxTYPVH/Wn0a8m16+E0SEa0RhVhvgqdp0QRGq1C6+mKSnGg2O1ga0DnCsGhbgSHujK41zomvduW+BkfoZReo+JWKe1Gh3LtdAkd+gRx6ngeLWK9uHy8CC9/I7JRYMNNd3y792ZEUlZTYWBJpr6gHgCPNqF4+NXRasmjRLfJJWJ8Ei2SMilcvoOwwIukTZrHR21WsWbWeYr3XOfmvJ/yWIsqAUfjr3uM5C7ZhUPRUOxUGPJy63v2KYrCmac245sagS7Qk4DcYoLNEj7Du+LTP4HrGyvwf2Ikfb+fSNz4MC6/9BWjJp+lbNECvN2L0Oz6gsLFm6i9W0z07VqWfHUfm6dHIvaaw6m1XkydtJNdf1qDT4gRs1FD8Y1aRn2YxLnPFUInv86l5Z2wBjpwnHwMIaINjecuIlWWY+jaB9uNfAz3fcSShDNkHhfRmS4S7fESIckV5J4PIn//QFQua9GYxyCKagSfJ6ByPUrNRhovWJGu7aSqIAifCSPxHjUQUbaj6Tga6dYxBE9vMq9beSx6C0avOsq/v/bzgYsYj7P8DtZdSzG3vcuJ55YRPyaPFYcvMm1KCg6xAnV+KLKSg4wFh0GNI7cTzoQi7mwtwpTSn2FJh0lpkYYx6TxfDVzNjqXpWK2/Pl8NedXE2Ku5fbSUF1p/R235Tylu27X3J0RtoNbi4KNnTrA+bSRhse6MC9+Ii6uGtzb34rXJh5jQfytWq5M1T5ylttT6K639wf8tvythDeAX78rJVdn/0LGPPpvMZ5sG8dXCKyS5fU6yx+e8+Pj+f+n1CFI57ScdYteiuxz5/IfK6BotZ9baOHekLVkXgjk8ZTtrOh/h6KIrJHX0Y93lBzhS/Ri788eyt3Ach6seo8e0VhTnGfDqGkuVNgCtSY2Pt4rUaU1BEoJGg6AoGPS1tG6ejn/6dByHPuHAyfG4eejpHPUFUz138dns7jw+8By7njlNeXY9Jk8tRw/m8NhTyezfeJuUbgE8NXoHrfq2QhvTCslq49rjnyIINnb2+wazeyWZMz/H1qji3OTtVBR5ETwkHs9QSHm/P67RnhgD9bT3K6Bs9WkW3H+ZQx8Us77PHq58k43Zs8lv929hLyqh+HAuFZXuyEY1PiH3httfmLmH2sxqWs0ZxLFpR4no34zE5zvScKOAjC8u4O1bRvEnS8h84jlMhdsI8KklKElPxY0qfINKUTsbUdQ6LmXE4tc7lbMvXSOgrRd1+Q5yb0egGz0LIbuCl8ev4vCrW3jo89YcmniEkN6BNF6+CYIZt+T3qb3giZy4FcuNL3F/+iUa1s7H2ON+9v3pOuZgI4+cegDjyLVInbdReNiXyE/nIGg05H245se+iK49waULgucw7BVtkAKH4JLam7ojJ9GGhlB/6hil649Ses2VspWbCRnckcXpw3hudhClW0/9+D1yRRbWve9QM/dp6jNCUByl+D8WRvfN5zhhbcPVI9XselVNo9QfdchxdGUCjXWDsNubUbojEcl7Lxm7UtAmTyMxzIrRz8ig1EJ6DdvFjrW7aB2wiO96LOXyG/uRy+78bM4uLb/AHYeGj64OoVmMG5PCtrJv8S0q8xtZ/vRZGv0FVl0dTrNwM6PCNxIe7o5epWHm8V70HBTJ8bzHcTplOvku4dKmXFy8///xff5P8rswMP5Pru4qYPXDZ3i/dNhvSrrkdMrYrE5MLv/ahaI0ZCNljOZwztdsefwCg6a34O7ydPSRZga805bGUitGPwP7vs6l9E49M3f1+Lvf+W7PA4T4GnFrqGLAhn5cmbyKsAdacPPzXehdPKkr15E8fyDS7tlY7H649BvH3rFnGHT8IfKen01deG+qz1/nptPOriwjAbKNHoI339tqOVQtktozhJVbhnJz/gHcSzbjN+cLat9+GPfX1lH95mjcX1tP3pSnCP5sMXnTp+P3wgtUL/8Y830jqT1wEH1cS2x5hQhaHUX5BqoulVJS4IFan0N5viftOpRijG8gJLgKBBGb00B5g46ggBqksgIs9SrsVpGLZ1oT38oFBUBWkKx2ck5KhLa2oZbrqC8DnYtCVbERTD6cuqqi+3PNqTpUhntiKNqKGxhCfQmdfj+zYr6mc38nvZ/vyZ0PNuIfdRCxWRgrnunMk+kjWBa/g6Fru3Bg5mWCu/gQ6XcGdw4j6zzZt6w9Dxx/kHMPfkbSZ2Oxb34bQ5cB6E3bkWrTEcw2Gs40R/vwar5ovo0n04fgEtBkKMt8/mMMEUEETX6Auiu3yJu/nriVr/1sTi2nD9FwcBvG7sOo3Lkcv7hCJLWERRmGeeDjqN1/SnrvrLdwadQckl+0QdVF5CoR2VeDHNccXdBYnLaNaIyvUG/tTHneEjybTcRYpkGQQTC2B9fHEHPTIOph0h56lfi1b7G7+ypC+gfjWr8Nv8RGrLlOjJFFaIasQEmbS0nFE5SvXI9vdDFlt4MwhQXgktoej67J7Ou1jNJGPXfSTcQ/EErLSZG8P/wIaotM+wdCqHA6OPVtLs8u7IjOpOKL0afwjTQx99IgtPqfbDdH1maye+IVWvT1Y+ymzr+ajOkPfju/u9FMHBiI3lvLhmcv/qbz1GrxXy6oARD1CLJC7+FRDHwnirqDZ0iXGshr7UKzTv5EDQujWUc/6ivsuPwdo9tfsDU40ZvVOC1OBGRUBg3O6lqcioAgisgOCa2fP1f3tUdxCaNk8WKiRoZiOXocrbuJpEcjSEm+xFObnmHbK7tYcqQXD354nDkfV3GrciqLFvVm/5DNZG3ORedR+0NQzr33ZEH4QS/d9MdPn6IIioIgiqDIBMZoiO4k0efNIJLbi+jaBmCzu5C/34/y+naIUV3QNzPTLLgGVXA8YlwfSvMCKc4NJmFkIsb4aEwtW+CSHEd9oRWzRz2GpEQcpmDMHVvTfNV8Yj94Aq2uHr3OQdZZNypvNhL1SAyVaRUUpgucXXsXpRGSTJkUz3mPG4fNWBPms+Ktlgx7dA+np6zAN8GN+hIr9UUWurwYxe1vnejHLaYyQ8fg8TvJfvVt3FOCEAvOAgKG5GiE4huoU3cgOmXMHW+iLR3FM5ltfhTUANacYppNbKozaYqPQGpopHL/mZ/Nqa5dd5SGOhq/34L5/mKUYWPRdkjFrfX1ewQ1gNrFQGDnOqTKcpRWMTA4AHXf11HcTyGqk6m+m82OSWnc3NoS7+Cn0ai7oQ5YiSbqEupmXyAa26DcWI7iLEYX4aBk+2jazv0Sz/AlaFr2ReUsRRAFHKVmlJJ8BKkOrxZe+IQ2cOdWT4xdB1JR68Phmdc4M+Q9sguMtJ7YmoHzW3NtYx6bBh2j78BgqtVW3vr2NJEDvXltcw8WPnuGpU+eJqm3Pz7NTEz238LlPYU/9qvbQ815rWAItcVWZvttI+98xT/4I/uDf4T/lQjGv8fUXd2Yk7yXpGGBxPf7x92P/h04HWbSFw0gaSUMmpTCHbEOw+IbdHn43hwPtaUWwtv+Y8YTe4MTnasaSRSwFFShD3DHXlyOzanBhILikJDtTmiA5eIAACAASURBVCSrg4BnpnO8z1w6fdiNnBdew3/yBBq3L0XfoR+cXwTeLaCxBBqKcRu6mEMjtlCbVUnwwChav9IV54adv9I5JwgCiiwjCCKKLCEIAookNQntH7ajKAiCgLXGTnh0OOGJErY7+WRts5G53UHi/WV4jH0D0SWAisN3uHroMCqjluSlQ39sqnDLaWwWPX4P9SJn7UmM+io8B3YHwBQfhuKQ6PtGD3a/V4yXAy5N+RrPtqHUNhrY/PJVuk5qRfCfH2H9/Xuw+di4dlaioioYl/tTcVu4nISO51n3XG/uW9mNS9O/JXBwPOXbz2J1RCP1eBr5iy+Iil9P4xEjrk++C2emQfQEyH4XwSUOJWwUFP0ZTd0iZNcZiNpmVB44i8rVhKht+pmIajVhrz5B3rw1FCzZ+mPfBLUKlcmAIbIbru1boo89j5OtqJstgYptvzj0Xt064kg/hjHoZeylAxDKA5DqnZQumEBNiRfVeQUkNJuPq9Hvl1YQ9ggbZA0k6FlvtPVWCN8MvgNQtxiBY/Uy1C4ObFUuaC4sRpPUkYbDu9FEtsByvIqQ8R25NHgfYQ/Fcep4LY1edVxdmIZbpBsvFg1mYeIezq3LZsK89kyO0/P4Q9tJbuPPK69EcX5RGrbzZYz4sgvFlXY+HXmM2O5+TF3fCb2LFqO7lmmn+nBqcSbrRp5gwt7u+LT4ZTfcP/ht/C6FtX9zM8M/asWyUSd5684gXLz0f/+kfxOCWoOluOmJXRAFIid1R+vtwrlnNhD6QEucen80JjX2GjvW2r/jxvIDTquEWlDQ+RqahHWgB3JxKbIiYK8BnY+Zkv0ZmEI9Kd1/HZ23GRQnit2BKSGWyk35mJ96B+e6YUg9P8R57FWEqCc4++x+FKeT3luH4bCpqMkqQ6xWcWLcbkw1YVSO3IOHyp/T3Q7RJ1hLxkNbEcp8KXx5Fy4qiRt7sxCsLpRb6vD2aOCqqpIjRXW0k/X4+V0iwV2HpewaqvgNuDXrQre9L5G7ZBP2SisVa5/E0HYM9TnROOwiLs1+Wlr2qnpyl+wn9oPxuCWEEDY2lZJtx8lbspP85bswxYSgNhsIH5HCMyMg42geL43YwrSGXC4XCDQ26ug/I5aiq1Wk7atl6pX+vJu4j+eO9uDr0adIfOhxMvKu0KXzVaQd17GXexP15BAuj/uMxCWTuDhpLeGPjaf06l5Mmms4trwAQXbUIT3g8iKU1ntQcvshBs1HyZ+PUrIcOXAWhSu2Ezz1wXvmzpwQRdzq2T/+LzudOKvrsWTmUnPmOqUb9uNYUoXfwwpayzOIAxb94hrQdBiG7dh6rDu+RqoJpPrma4hhcejHafAOmUqg9BkmzS9XUxJFPaqwB1Hd/Qah2QGU9FYIKndk0RWpeAGEaFHnNmKrDiAnq5KIrp7Yb53AGTcUjcdt1HotVRnVDPy6O+kbV2GRgrn/xEhOzTjO1g6bMCkauj4dyZrZV4hK8eRK5iSm3r+JK4su0fWN7gg6PTseOU5orwA+uTuUhWNOMDlgGxOXt6fDqCZ3wZzvyzB56f4Q1P9Cfhd+1r9EWGtPMk+Vc3j+Lbo+HfWzZE//MRQoWH+coEd+SiijC/Vl29rz5F4pI6pVICqjDuf1HPrM7YSLx99XhRz69DrhYQaMbmrcXXIw2s+jt12gKssVk6mCgOg0vIy70dWXIuYdR7A0YLm4DblRD1mLKc4Mou77neTnenJqYxbV5WoK99fiHnUao1iB1nMFB6arCEz+kEabAdnQA1FzCkNkKqLtNPqWPfCQj2NO6Yan6hSurZNQ2e9ibBGFt28efi2NeATLuATZSenkRueEOySODCT5vkPEjOuIXncaQ78loMjo0pfi+ugcao5nYrAegpIzZJ8PwyvOjbD7m0Ke816fi5v7HYzOG4jBsYgmV1xiQvAf2Q2NhwtVR68QMmU4+oCmN5OPJx1idFgmMc8NIm3vbVKalSDeyuDr+VnMeHcxR5bVoAuMwSgK5Bwro9/cJPa8mE3PHRN5fPodHu5/gfJvr2Fum0B9bj2W/CpCR7Wk5JuTBL/zPuXfHMHo2oB8eztC6EAE4SAgIGgSoHonQtRX2IsqqNx3mpDpD/3qXAqiiMqoRx/sh1uHBLwHp+I3sg+mFg+hVGWjpG9AjBn2C+epkCoKUBxW9N2fx2Vof/St2+AwfYpe9Wcs1oXc+LolAcn+v9AqqAydoHARimdfHM4jSJZvkcQKJPkiihtYL/ggqE1kHIjBp+U3GOJyUMTLqGVfLLVu5B6rJLITuORcoMIYz5ZnL9F6aksSYw+Se0WPiIkZR/ty4ptcVs88x/0GK8Fdwzk+/25TlOCunlxdkYXOoCbRJ5eIaDWr3sgl7WAxJrXAyY9vMfliv38oLcEf/GP8rkfyqY2deTn0W/Z9kEG/mb9cYPffjlpElhRejd1Bqk8OKq2aK2VOMlz8mNjbm4INp0iYMxhvdxmfIENTRZVfubEoioJZqMYj9yoG71pMxXlImmZU1MXTUKshINGO4juI8oJCzH2S0dxag/e0KSj7p6CZsAr5uw54THgR0v4MQcNpVXkSxWQGrQpJVYToMQi77TgPne2LvfgjhJRiwkM7Ip9+GrHDEpxfzUQ9NgHLZ+XoHmtJw9I6DIMisO47QFBrI3KWHdEbFIdMvEVAE65HKWxAbO0ORQqyTkVtbR3WLU/gFZmMGJyANa8aWYxB1fEpdkw8gqu+gqSW+7AfzOb8xUj8autp9tECHHuWkff+K1jlFoRPfQR9WAhePVPw6pny4/gUZdZw+UgtUzb0w5pZSEt/6LZ9Cqsf20yxTcAZ9gYt3L6ma+w11nzYgwc3DmHbqKO0ntyCD/58Gp/mARS3foma7UvpYV7Bhc2dSF42idw3F+L/8ABKl65GDErCHjUG29Fl6ArPoYkqQ9V/A0rmUISQOYiiiDbAC0EUuD1rEQEThmCM+u3BV0KH51DWDUB2WhHVP3871A95FGf9p4guzai3dsQk7EVw2rEd6oVWdFBXsAf4eQCJLNtRHKex+bshW0aBux5VfSlq7QiE3E0IrQ/QWDcBbctYAoKKuP5xKu3ei0UbpuLinEI0R3eTVebDxY1f4ml0Mmy0mrJJnVj/yEGemXKLB488y3dPXWV57Lc8urozZduyKDzXQHaliSfSU9ky7DDLE3cycnsPyDpHxv5MzD4anhoocKjEzNLHzzJsZjzG/8KitL9nftfCWqtX8cjStqwZf5ZuT0ehN//2KuP/LKIoUlitplotkbJoFEqjnZpnDjLm/S74dwrk7IsyJyZtJjyiihvjZ4GiIDkVBJWE3ggIArITTB5WJESQ7HRv7o9bCz/c4lpSq/bGGOFP0eocFOUmolc8itPZZOCTnDRVKfgrP1lRA8ggqps+BTUoDhBUoEg02Y1tP+vLvQggSz/orH9oR5LgR921iKL80IYiA6qmvlnXolWp0QUZUYo2IgQrlK4pptkzT1L8yUKKslvicOgp1o4n5M52Th+6w6jHZISiyyi3D3HpajzthjWj8J15aPx8CZgx9R4D3Ibx5+hoNrPnAxuh+iIixrfBqdbw1UEnn3w3gIy5awmZ8BQmZQEjHt1P9ifFCI4QgsZ05mCHc2xPf4hnE3cwbdlz7FpxlKTm5yib8wYCHrjEBVO0YzMh896i+NUX8Z48m+p1SzCXmJCWPYmmvRmtR78f573F4lcoWrGd2698hlunxL/7lP2ztaPWowS0Rt4+Du5bjqj76zJ27kiWb6jaFoTsiMDQug9akxckeqLz+4B2Hd/78UhFtkPtCZTKncj1J7AFOFEMLqACvXExVh5GZ56MkncSqeRVpCgrGVe9SL9jxbXKBcfpL9H6+dNz/VSuz1rNzIFHUIfXIUW+ze339qLzNTBzzj6yb40n45FVpM7sT1VdJN+N/x5DZCkjtjzL6pHnmBu3h8e3d2H3I8e4/ulJYt22cSWrN0ndEwhxu0vgiizajvZl97wbVOQ2MHp52//KElq/R373o9hqcCAqs8iB99L/167B4VTjF2rGu6UvPu2CcCpqtj14jMVRW0nfUU61u40KWU/zBS8Tv/59CEtB1643kZ/PIfzj2QjhSVg9ktH6+6OOTuFOUQiuKdEgq1EZdMgWO456G6IIok6D7JQQVCKK8wdh+tchnaKmSYAK6ibhLKibclSjAuyACMpfKtr8Dc9MAZCdP3iBSP/DK6RJWEuygGR3IFllFIcNxd6A0yIhl8UhHQ9E794Hjc8YVJ698O/0PdJ3kxCsRThVBkRkDC1a4Si2MnGkmWYhJlTXZ1JcGExcuB75+jmavfYC2qBm5M1668eAprunyim4XM0j21LpOc0HyS4RPrYNrz6yi6TOvrhdS0dl0uHfRYWabHxnLSDlzY2MfW0p+95+izFPx7Du9SsERJrx0Wu4edyI/+w5nDneHFe3YnLmvY/HwG5Ufb0abVg4ztIiFIsDzfAPqcvzRslTUb9gJPb9n+DMOomoVxP87BhiV82m7kIGd2Yvaarn+BsQer6P4BmNvHXMzwK3RFFErGyFzrAf17ZJKL7RaMPXoahvI6rCkZ1VWNMOkvn+J1iO9KPu4GfYK86B72C0RVYMbgcRxSAQwlBUvtQ2DOamvY5FL8kUyjFkHjZxMM0XrauafNVcFLULHJ5Gy3430ERqkC0i2vzNxK6Yjjn5JFn72hDQvyUJc0dy68P92I8dYtKXn5IRpKJLu7V0/jiO/rNb8kXP7xGkSiJdd7P+uzb0XJRK6kuxnLjmy826EAwlOTw6y0TuuUpeD9xByc2/H+T2B3+f363O+i8IgkDu5SpurMmhx0txf/+EfwNpi0/iUOuJjRNxVNdx9otCBn3dnbiHIzFK5QS6KTSLNlG68QBu7eOo378da+YdTq04xaV1J/Cz3kUtlYClmjO7XQj1y8WrpQu2rJvo1AUIroEUnKxGaKjDN9kDqbERUZRQebihrs9EE5UC+QcREh+CrBUIoSOgaAd4toX6G8g6LxTJiSJUoFQYsF4q4e68PIr2RGLJcaN02QmcNhH5+82cPR3FV4/WY1NZWPRsA+nZZtSnr+AQKjizxonFUkjmcTu3T9lQkUfh0Wq8Qm5A6UUqLnqg0lzFlNSInJWJqtMsqFyFJnkhkrQGo10CawPVef6k9K/AWVKI27MfIAb3xaHvhOX4YTQeXph7pFK1ciXej46l7vQlLh21snFuPkfevkH36dFsfeIc2tsZJLzcg/wqaChYycSp28hZoCXx03GoL0xBiJ+IrF6OaPBB1XwwkeYDtLFcZutGHbP2DmPtoGP0/7AV596+jDk6iGuBHdmx20Kv4G9puF2D9/SXqFr8CZ5PTKF23efoE9vTcNWOvk0fhLoc5PQDOE+uAqM7mqA4vAd2pmLfaUq+2oUhKhid3z/m+SMIAmJ4T+Qb3yDo3RE87y2oIaqM6NR70CR8jlQ5F9E0Gal6LZa9mdgPNEDRCdRuFRBdjsE/D2eDgphtAn0DjbfqKF4ShNLyBRqtGjZO70WvSQv4cEINgx8bTvaWbO42QkuvBsJCtqDVOLC79UftyMJqtaFL7InQIKFc+RB9ig5zp1fI+XgTjpIyEhc8hmvjqxzdlUDqg9OIbufD1Am7kd0EAu5Y6DviGmazhNuIh1j92AWu7iji5sFSpq1tSeme6+RcFhm9tQ/Xd5dw92QFrR/+36+l+t/O71oN8hfC2ntzZ2M+kkP+zdXJ/xV4maxYKjPJXXQbxSlhMvjhm+SB3l2P5YSAVdETNmsM16Z/xtEnlhLXy5/oP01jzX17CInxIHp2AumPzaHRIeIRVI2+uYLzymkKGpJI6e+FNe8GzkYD7r6VaAtOoShqAtrcBjcboq8MNy+jRNqQd6Ri81SonT0XDAEohh3cuRpNfY4nPWZuRgmQUEpOoU6uJrz7UGzmpwAVbto0ahsTcTVepU1NMl2/eh9b+Qf095yMveoJ1OYXkWqXEKX3RrEWNKlgNDoUh4ioTUauv4voMRH39i+j1o1CyD2JLdeC9Yvn0fXxQmPPQO1nQbx/Ib5p88lVOcnddYjYh90AJ6Clat3X6AN9sdUr1J++jOvw4dx+/QPqKlzwbPslftHT8BS9OTY3g6iwekIGRBE0OJ4XgjcwfNokXhh3jsdf2AO2MSh6A0JoHHL5HNR+B5EKeuPZbzGNRZ8zsdddDg5cjaunH56BOs5cq6LHysGMabGJRcceYdg4J4sGZ1Px3nRUHt7I1WXIdTUYegzEcuYIht4/Fdl1nFmHdG0XmsRBiHotzd9/lvJdx8mZswpkBZVJj2jUo3Ix4tm7HZ692/3tRWTwQLGU/3y7e1+kWy+xZ8N1LuwZzjCPd7hzaSLdR32P26A4KDyEqc832HJbIrg8hxS4AvUFkdNvdcaoL8e/WzLnRz7CwDPTubJ9I41ztQS1cOP02UrsdQ6CTGC1WMi+lEgo1/Fqvwsh6Tmcu+cgOjZDwlCE6moatwSiDtpAwqqZ3JmznutTXkUdE4xXnxksG32S2D5+HL3+KJ9NeJuuPdWEzHiOxj2bCL70Aa/veYJDWzUMnuJH5pvfUFnjRtiIaLb1+YbKUhNP7er6837/wW/md68GATD76JBEKLle87/Svk4tsyEtgISVL5L41SvYLRryVn3P3aWHqL6aw4lbNjasSGfCGjWNgpnqjHocVbVYGyVMrmqk6lr0PjoqqzXY7Qa+u9ARh2IiLvI62jYDcBbm4WywcvJMLCSMQ9J1RNF3B8PjCGIIQuu3UAJUiIO+g3gbfvNmY5p1G68XR9Jq9RW6Ha3GOag1cmIU4oChCN5G1K5/0e//tbFToEmAAvyg/lCcP24XUP2ko0ahSaWiAHZQeyOaxiHWFGF4bAGis4Sqr2opX74IpNE4jiwlLS2CTiOOERRzB5WcBfu64DjxPFJJATSUY45rSg5/ceUBXtqfSMynM4ju4k3PqG8YvTCezm0raDXQjcrD6ax5+TRqjYjOVU19jY42Q5dx92oIjZ1zaMx+AsH4NHLFqwi6BKTMGgSHhbC3ZmMSFbq1Os3J6dvo/m4Usx/6ng79g9i1P5OyegMeI99g1zepaE2V1G1dirn/IGqXf4w+5d60pdgaEDT3Zo/zHtiF4GdHYYzyQ1TJYLeg2CwUfL7p1/PTOCwIOrefbb48ey+7X3qa7HdyiLzbHqX5o/Rcch+uI95BlTALoc9ukO1ojvkhuPYCVSNix37Ev3MVY4tGPFvtRaXTU3osm45jy8m58QSTP/yY9sZVaAxqzLLCXcFIY4MRyWUAgiGI4tVf4NYuAUJeh5JNiLpI3F74HMVhp/bDSYQ86or5ycusmduXK+vyefvuQGoKrXzRaROvj71G6MhU7r48H8k1Co/xE7k2Zzv+F3dRu34vxZWe+EXaMHnX8V5NLW2/aImr/y9n4PuD38Z/xZN1YLiNluHFnHj9LA982+8/3v5fO3fExORgzRNptDmRnAI7szU4FlzmuXe6MHBcc26/tIDbf/4Mc3UI/vUO8j7aT02VF6nLHiDzgzUkX80i67Q/zVvdQrXlC9zHPY24bj2KYEBQq1CkHwx7krPJaCjZfhCqfzEa6gAZAQ0g0TSNzh8+HTTdg5sEskjgL/ToB+H8ozFSamqH//E/4g/71SjIiLo+6CxahNPDUVzb4Nw5H7VvM9TJEylevgmz1z5oUU5gi8GYXavRuFoRRRMkvkPDt5/hEmnF2G8KVV/vQHb4ENMmnS2Pp1FZMYjD7/YjIKyetPWr8WsdRu2lHMKe68XCSRd4c8d9zOi/l7e/6c35t9MI6jYbfcYurCf3Umfdj3lkBqqgo9jWTUQ3ZBZHJ39H0H2xFNS2JSjxO8KkmQTSiYkLZpAcu4Jte0ezdfQxEid2osJiRpSuozr4NYKrFdf7/3TPKInNO+O8/C2y046o1uKoquXuawuRautx69YGz36dcVTV0ZiehVRXz81HXkDlZsYYE4FbamtMrWJ/NK4J5kCU0msQPZgrR4tZP+8qV48V8/rr3xI+9s/0GtRUvu6vEUUtUvpq8HRgL52J4NYGh7Qac1R/dC9vQ307kvieF6jJ38OIOYVo6q1o/Xdhu/AMHlHdqL0kcfauO82NRVSfrcKeGYJrpIisP4JQdBjBZTCIRXC7J+YRL+DI7UXlqU8paejMrOwuHHxzHgviSnl4QzAmaSlingnvXpG4dWvD3dcXcW29nu+OJzMn7z72j9mH1t1G1KROrJyxl0DBk94Df191VP+b+a8Q1gHBVlIfOMbJTQqOhm5oTP/ZIBkP3xpa+jdydMhiBFFAUkwkfPjT6/L2vzo+8u1nOP7MMroPCKa54Tr1+TrCn+mLOdKbiCcH0jhrB4GjO1G4S4tL5mU0EZeIfrYTV1/MRVCrmiIHRVXTE6+oavL0uMdoqAEUEDQoyDRNo4SA+sdjFcWOgBkVfWi0zUSodSKnvQKRDqQTb2LxkFk44zydB7lRcLgQxRGL0arCL0YgPCIPuaqOb85F4JBKGP2sFu8APVx/ByKmYD90AgwqKpz9KP10M/5TRiEkZlN5xB9vbQG1kh/+w/tDYTXS6dnIFndchk5FuPQemfZnqTqdR6+vlkDBLCrXvU+H2dO4OXsr5iBPqi7kEv9Sby6tzuPDzV9z59YhkroMJdBNQ0FePeH9PXCu/haXMZ8in5iKVGXCkTEC0SOGonQXGgtqSZ43iMNtd/HouReoXFTK1NE5lK4Yx4g+XXAer0Z2KrQa40v61JskrH6Z649/RMQDeeS9+io+T72CMSoEAFVALIJfc+wrJ9DgPZKSjadwS00hYNKoez0chjblg5GdTurOXaP25CWKvtiAVN+AytUFfUQwGq0fR84U8tXgL9HoVHQcGMwXZ4fSzLkewfsGos+9lU1kWabh82mogmPRiDtRhban+mIt+//Ugb4bv8RsUiMHliBHjMf89BJchAbMrheQylshyhKCVzBJvc5QVxSLulxDUZUev6py3P0LMA6phbwHUCxbEdz2IoR9DDSiVH+HLvlz3MI7cmXgUQoz36P1CDv+0fEcfHM7HYeMxGvqFES1Hh3QYsnr5M7dz8VDuWxcnEH/N9qzf9x+ds9KY2+FJz36hDE6fCMzl3Wh+wP35u/+g9/O797ACIBkR3d7E5eLOnD5nJWU+4L/o83X7NvEjvIoHnwygoOXBNRSPnHju//N40W9jgvz8xmwsi8eXduSv+MKrvlradi/BSnjBCeu+ZPyZAfyvr1JyAMpWE98R16+C9l3bLTtdgKHpQhDcgaKXIDsUYRTk42sLcWhvY5iK0CxX8FZV0L9RonymgZOzg9i/3JfHI3lhLodRqytx647jlYchSI4QKlDU5+CqkFAXdUaQdKzfloq5QU+WFW9cRGDURuicfNuhqG6BjfJiiaqJyXOdkR5XidCuolQ8iWY/ZDqEpDzr6D0eIu8BdsInvcszbtuYejQSMrnm0i7nkhUn5uYoo4h6c9jywpBY/JGxyZKaiZxe30ebf/cAse+b5DklohWJ7mbz+DdvzMBo7tiq7Zwd/1lKrIV2r0wE8PN/fR/eiO3N+WTNG0UmtNvIniFI+oboSodVfxKnEf3IgrV3Py6kpgZ/dg17TrhfZsRpDnd9BT84CT0mQcY0D2D9K0VdJubTP7Hu/Ae0JqqY9cBgcCkuzjUMZRtv4zXwNSfJjOmFwWbM6g5fYfgmY/jPbj73/SjF0QRfXAAbp2S8RrcA6+hvdAG+OCsqMbZIGALac/497vz1Hvt6DI0FDcvPUrFegRjDILpXn9qZ9Yl7Of3gqWcxrsyjddEDG7JJM0eiHPnLVwM39Prkb7s21PIgw9GoeiLUIlBKKXFyKWrqK2o5Pu1Meidamr1Rqw1MkadTOJDQeB/HiEjDRJmoPLsipIzA1X4p4juTbmsNXoVcqCWz161YV0XSv6xPAYtOEr6p63I2X6HoAERqA1NarbILpF0HhTMe1OOk3Yhn2ELerH/i0xm7RnEA1NbEpHowXsTjpJ2qoRuD4Qjiv9LwW3/D/DfIay1Jrizm+DHJrPomcu07OGHd7DpP9Z85c5vOdHQknEfD+T9xy+S4F+F7XIRZYduUnoyi9KjOVSnFeOZ1AxFgNMTtyLUlGHPzELnqePW/nwC7uuL75TpmHoNY+n0PNqmVFF+qoiYdx+l6mQG+3fXkGtX073HbaxVYIisQ67WIAgSgsoLCiwIXrGoLpagCu2NnNcflRBDef4QtKoqPIOKiWpdh5ufH05TAyrTQJzWr9E1BKO2GBAFO5jt1OV5UnHBC7msFqFWTXNzI4b6KnTVFcjlFUiVNfglpGHqfIYW0XsIVt1BHPAyjobt2MPLkU/dRHvfh2S+sgafwZ25b/o5KiosPN8hBWtJDeUlLsQNycHFO4m8suFc2pdF80iJWrk1lttniBo3Ao+yORg6D6RsxznO7w7nQlVzDu+3Urwmk7iJyYQaNhP2xACcZ4/h3nEMOrUNf7+jaHPXUXFVxPzwO3DyBYTU+di3vYM6aSg1+ZGYxDzqzl7g0BlPxm1qQ82alfjOeBn71lloO49DFOuJbJOFyv4NUoEKz2GDyV9+gJh5j6K6tQTDmAWUb9iP4nBgiIvEereA7Bc+RDSYiZr/EvqgX8rT8bcRRBFdoB/mtgm4dWlNeMdw3Lx/eiuUHRVQNB8h+G0E1b3r2fr9WkTPAFS2TIwDH0aXch/2zOtY9m2kuljmwsWpTP9gOBGhlUQ4v0SsUrBeOI3lgobZr/RjyIcz2DzdgavKSUUFWBCJcKshoq8PV9dX4KNISC2/Qyi9iOjWE9H9XvViUJQrI6bF49XJn30r8/C6YiKoVxAqV1cu/PkIen8THnFNpdq8/E304DS6knzmvFVGSGozRj3fVEk9ONqN+6fEsmPJTZa+cp6WXfzwC/71knB/8Mv8VxgYBVGNEJiCtyGbiZ+15c2+Bzm/M/8/eg2iKCDLMqJGLwLz0wAAIABJREFUZGF6AC5Rvmg8TXyyrIyMK5UU773J98NWcXjE11iKakl+byB5h0pZPnUn3lGeFKw9Qfb7a6k4cJbhXbKwpmUhChKSU8bvsaEkhjViqjKiGMfhLGmBKrcfYk171EXRaGwDUOf5onNMQF1iQmN+Hpfkh3AbNISkiSl0eNJGz0fuEhhrBFMQGF1RqWNQBAHFXghSOSgNTWqVii0Ieh1xY9LoOPUK3m0C8UsNpVnfCIIGtyB4kIwpyYHoOQkh4E/I5kac1TPQxL0LKk+EbuXU352KqBcoM8TSpsDMrWuPU7D+ONrULug0Eq5930dyDyF7xUUKVE9hq5W5vFBAbPMBSuZV5IQ/47i8lLRLwSRMb89zu9qTmnyW40Y7fuJZzh6P5sCsq9iKitFFuSOU7kZI3oDUwsmh73qxZ/jn4BqFlH0TxWlHDupJ45Xr+L32NjdvxFHmq2H/qM+xu8ci39yDoNGjCouA8kuQuhJVnBXfLibqv5+BS5Q76jtPgykAtdZI+DvPUn3kAhkPvcjdVxfiOTCVyA+eR/yFyuz/DHLdaZQb/cFzGKLW52f7dakj0fUYgyahHlXZPDQFE3Bvm4PH860xTSjBVi+ysfs+ct/xoaB+Nyr3p2k8ForH1M0UFQdwN8ODgCR3Gpwq3AWBRpUKJImSu/WUOR7G6doD24r2NJ5pjhDywS9eo1avxlLj4OFlHWm7ZDRlB2/i39aDTqu80HhMwnl1DLJsp/bkOaw3bjFk/fO8sa0X508VMbnrDhrrm9R2RhctC08M5rE3U3ih3x4+ePL4v61YyP/L/Hc8WQOCVxTS8XlEPjCGoDgPPhl7gvM7Cghobsb37xRv/Wep3Pkt3xdH0W9Ec7Z/nI7FBH/aOByf1Oas/uQmw97rRsqz7ShcfxRno43OG8dyevx6Yl/owZIdVlo+lEKLfvGUbDlC6Yk7xM8cSMiTwyg8dBT/xtmIBfsoDejEpUM2glSNGLSNuEZqwWZBpa1HcA2AiluIoV1QsvchJo2/5/oUyyVw3AGNGdAgq8tRqeJwSKdQlTwCDUkodWHINSHU15/hTPrDaIOvExhSgsHihUEswyAXo3MUopduofcqQNDJCJbbSJYKLLc80EQHIzsvofFYjaBdjocxm2VP+jBucSqNK9ZiTokm7aQKNw8IH1VGo/wG+WsSSezRgQOva2ne1onq+k5Eey3pXgMY8rQTV00ISUPjcNFWENBMw+ptNrqIJ2n3+RS8765HVOxYLn6DLEWgCb6LKJSROPlh/MLmo62qwZp+DSX1dcoXr8a1R1cy1pciIDBkZnsyN9Zgr3SgKTqHvusYNNlvI7QYi6RZj6AyoG7ZB1XEASxnPVG7FKIzeiBGDUPtbsZrUFd8RvbFZ3hvTHGR/7J1JNuLkfNmo+S+DNV7EPwmoQp8/sf9joYvsNt3o9F2Q3Rx57PPM3h1QSBC6OPE9xyD2JCOs2gzwmUXomLstP/gPiz1Oo68fIlrm10wGqx4RRkprW5EW7+cYVNWo1SJeLi4cP6ulupyV/yMOfR670FsV09j6DoEY/+pvxphGBDrRnCiO4YAN1AJ3F54BN/RK/HyGgAZp5EqV1O0rJyA6U+iC2pGswhXHpgez6mdecx/9hTBzd0Ii/MAIKatD/0fjWbNu5dZN/cqAx9vgVb3y7VW/+Dn/Fc8WQMILn6IUX2Rr3xNh+GhrCx9gIgUTz4YeYRxnhuY/8hxim7X/cvblWUZvRayb1Rgz7yA4nTSJbAOa14J9qpaJLsTo0rmzIjFuMaF4BbsyuHByzBF+xEyPJGAMDPXz5Xi2T4cndaKR7CanE93UnnsOnfuJnGlciHqB/fSeuQD3JdSh+3OXSSrHVTqHyILVT9EGoog3xvJKDtlnFYrsl3GWe9EtsrIlnpki4ytpAK5wA3nhQM4Lu3EcW0/UsZhijMGkXe+ltqbIo50Eam6BrmhAcXR9N2qAAd4NzYZMwU16pB+1J0NwtG4AK1pEVLdU2hcn+ZK2pv0HX0R9wuvItaX4jeuP41phcRNTIArNagbXqZV4jXOv36M3l/1oa7aB9nFSW1gHmNHf8tLc/oydm4qZz++QW6WJz6jRzP3wWxKbgeTv2AzxkAvzKMmUXwxmrqcQG68m0/28iE4C6ZgTn4GSelEWXELtg0/RWmhEzGxCwX7smi/YCAnZhyn80epeMWasKjjQe+OEDMeWoxDdqShcvsYe+Nc9B4f4P9mGbo+CVCdhez895Sjki23kTKGo6T3AakGIXIVqsRziH6P33Oc1Lgf7YntWE91wnbmXZZ8cpz4BB8WfHSWsJDtdBsXxbl8D1zu/wjBzZvG5S+T6LWSJ0/G0WZaLJdPBFFbPYNHXnifZI/bHMt/iewyI6KkJtLdisUh46ZyILq44fb4LPTJqb8pFDzisU54tXWj8u0OSLpCnB4u2OQ38RjSH1PiTwFrWq2aOdv68urq7rz3xFFmDt6L3d7kneTdzMijrybTUOvgjyj038bvrlLMr6HITqSdU1GlvojgEfbj9jsXK9jwxlXSvi/BYNbQeXQow19uiav3P+814qiqouLDN3lvfThT+t5A7wZ3L/nh4S2hSDLVtQ4qivxo8WA8MS/2J2Pefor2piE3OvHvGkj2tSKKqu10CKjGEBlI1HtTKf/uODlL94FGhe/owQSPaEpkdGnsfMpkLTbdNfo8eBZFUCEKIHlJCBoJKVBCzFUjB0tk72/BiVcGMfzVrRirFApz/TG3zUOjcyAJaurSAjH1y8WmfQvZHoXDJuO0yThtEk6bjI/pEwJaWNGEf3ZPf6WKz1Gq1iO4DWtSmyhOCi/lsWNFEE8sU5Bth6kp2si+aecZuqot+/p9TecF3Ti5sgpNYT6Ddg9GOvA+Ofsqyb3cjOiOaRRltkATHINH71Zcm7eB6I65lOmf5PyibB4+0oeDf7pAbE+JgKp1MOjPpL23h8oCA74+JURP78uRj8sxB2goq7pDfMxZlOI4wqNPYJ66lGvjP+KbvFi8ShpplupHcJAH5ZfLSX0znhuvbaXTrj/9mI/6L8iyE8mxG41uMHWNnTDq18LBd8AcjKrDz6vA/DNIOS9C1S7wGokQ+DKi+HN1iuxs5OiySaQOCUDwmIhSeBvn+Q0cPdVIkrsv+uT2iB37s2XdV/QL+QZvSQaPWJSUF3GcP4PtzG4EtQq1ugSpfxkuceepe28C8/N7cztXpt8dieguaSzY1JzJfXJpvehPqL29/6/6I8syBTOfQeNpxzv+BmK/7xD1nn/z+MZ6Oy8M3Mvd9Gre2NCLsFh3xsZsYvbGXrTv/9uTY/3/zH+VsAaQS9ORL3+Juu97v7j/7PY8vp2Xzu2LFQREmXl8QTviu/42w9D/pHBvGs7vPmPGtk683CYTJTCSoisO2r7eCbWLjjvvfElerheureNJGBvM9Vd30GnLkxTuzuDOkhPETU7BFOOHqUUoauNPN4+s47nkfrIdjU0g5bOHMIV4krf6EMeXXWG3LpTq0ky2fna7yYXPLQbJvAOV1/M0yq9gNJ+i3toOF+1WGhsfRi9ORmrYhEqJBcWKpCpA1Pdl3xfp7J/XAVGlR1QJiKKAoBIQVdDM9w6PzKjHY/ise/rrLFwFFYvAHPaD77UKEKmtT8bgvQy16y7W9rvJwC/aU791DtUNZjTJY7n+9mF6Le+N6623qa8wkP6NJzWNnhhM9cQP+Z6CWwPIOa2j7ZzeSLc3krevkvDpkzj05Ek6zW3/f9o77+ioqn2Pf86Zmsyk90I6CQmB0EsEpYM0KaICohRFxYqizw5XURGxXAUrIIKiKL1IaKHXhB7SE1JI78lk+pzz/ojPcrGA13vX5d35rJU1WXPO3vucvWe+s8/ev0Ltd2tw9XTHMyYQ/ynDqdqwDsPpXK6UxFKQ4cHUSxOZFrmBJfuHsey2Hdzbu4BGi4hvgBdSn5EceeUcR80yUZgY9cUtyEs3EfXIEIJG/dIk7qrPkyQhiiKSoQx5x10I43ciqv+aZTVH8XPI9fup/joOVWAc+gFD0HTpcdVsVir5BKo3Ige0QzalAyqo9kS2x2F3n4Lx0G5sZUWoQ5pw7+GJ0G0xXPoESlLALRyp01zsm15DjOqL9ZYU1Mo52LfkUnGikUNbk4jtch61HbZkBKBzaLj7URfCnpj16xd9DdgbqrB/OQXB1w9lsC+KW5b+YZkdK3P4+9wTaJQiAyZF8tTH/f50+/+t3HBiDWDf8TiKAS8g6Px/8xyb1c6G1zLY9m4WSUODmffd9T3y/R+Z7x+hauNBbkl9DvPlSi6/txFDnQLsErLdgdJNS+dl09kyZDNicy3xM+NAEmnKrqI5u5rhxx77zbodFjtZC3dQe7QAr9v6ETcphrT7PibNI5lLlTmMiDMycVo+uLfH4fY9Cu9HMMoLcHU7hMGcjF6zFWPrnWjFJ3C0foVC7giyEYeiClE7EJu0DrXrIpTqPj+2KUkSktmBYfsq7LXVKEc9jsMqIVkc2G0SSuu36HQpSL7fIDtkJIf8w2sNgpDN+c+DULuriGpXRuOBfbhN92bvrFC63NeexH4nKb0Qi/XsBkLvUJJ/7C4MWWXIlbmUNQsk3nkzqls7MSp5LUtnNpCzxZOEiT1ICkxFIWfhOeNZ8k84OP/eHoaOPIpi6AIu723h9LuXqRdkGsK96D4mhi3vZDJ3e3/uGbaSj/truHDCg/CBEWw/Y8DiLnHkUjGLhroydsPs6xprx4G54LCgGPzrCQOuB8neipzRG0foLiSbEvPhPZjOpdPS5KCqLpnwOzoROi6h7Yci5zmoTQH3bhAyA7QuNH/4CoKkQBDUKCOTUPQag5B1D6KtKzQUIvh3gt5PIhRtpmxdOj69/RHidZgul6AJyUJbLVNxsRve7ldoNUZgKjfy/Zr+nDbJ3D8wj6S3HkQTEfGn78+84224/D3KSe+hDOh0TWWa6828OmwvhlILr6aNwDfs32fR9f+B/3ixttslxnT9iq/2T8Tbt83Dy3H+KwSdP2LM0D8sbzJY+Z+eO3H1VLPo+K3X3f7Z+bsp2HiR8EcHEp2gQVQrEdUqRLUS4Wf/oxTJWHwIQ04NLkHu6KK88b85Gu+kQGSbA0GlROHy6xYFl55fQ+b3Jnx7hOHWnMHq08G8ljaBFb1XM2X+SXyTEnC470X0nIWJN3B124fBfDN6zTaMhjvQKp/GYfgcBZ1BasGhrEXU9KMq5QynXu+GZPt5uwKIoNc10WBQUVETgiAKP/yBm28N7TqXUd8wCFHxfzPxtldBIeAW7EqPqTpK31iF2/TppM49TdwwH3rNC8Z+9F2ytgQR87cHEPJmUrovksaCeELDC5HCunDkY4HvHbUkPzQA9zMO0reVkO9ZzvIpWfg/fjfLX/iOXdnJLJ+aQX5pHKUZAv7dPUmanEjeCx/RWOPP6TI3Br89mJkv7WXSHfEEZqtpyKknTG1k+3kzgb28STlTxPZzUwmP9ryusZbsZuQtYyCgO0LyQkTxz/uMSfVbkCuWUXTmTaq2rCM80YprVy9UUYco3beA8pRczNUG9FHedHq8He7d2iGWr4K6VJprHTQejyBoyuMInl7YT2zClJmO2U1FneerJEzwQTj3HnLxIfCMxKgIRKdMRVa30JrVA63rFUTBQb0lBtqPw0+5ArOiA+lb3VHVKDixx4Oxt18havF8BMWf3+AzfjAKhd4NzYxvrqvcygdPkXu0hkUXR/3ptv8b+Y8Xa4DHJ39PfY2JNXsnAiBdPoDcWIKi6z3XVF6SJB6O3kLXkcHMXtb7utreNX0XaVsq6NzLTJh3I7Ikt8XKkOW2kBmy3BZC4/9s/a/qzh8PICgUuHeNJvS+4Wj8fxKSyrfeQNmhCyfeb8ZY2kyrvxGvcUPx3vEtYT0z8Y7XoQq9gkLRCWviPtS5d2Fs+h7BNBah5zfY9w9mU3EFWjctEWYNlw5GU+5vYUDoJW5+9FHEwKsDDDVs2IClqIjAp576xftSzlakrO8Qx36BZJewGCVsZgc2kwOr2YG1xYxxyZuYQzpwcb8HUb09SX7WF9vWl0FU0tptIekLLmBpNBIVX4Krqg5dUkdcNRXYu96N5vhTbNkzmZzTeuasDKTg87X0mJqLavQOaha9iN+zC7FmpWPYvALt4ElUfreZssooYnso8bp3JpkLd2DOv8jSEhVLvnyI13od4tWCkewYsJEuC/tQuPxb7IN6M+HZIdc1zj/ev6UJ+eBcaMwHv64IcXchBvf944L/WE/DTuSyN1EkHsBxrC9Gw320HDnAjtQ4bI5oZi2yIXQaS96XnxHsexA3Ryu4hyG2H82SpzX4KioYn3wa2WRAERRJc74ZZY+BXC4MJ2dzKQl3RZAw+0NU2RrOL3Chx5o7oeBe5Cw3GL2al5IvUJ5jYO4HuSRE7Kf/hMnEq1x5/uHvcch9EWsqCLy9Px6jRv6pfgKwllxE2vo4ykkfogzocM3lDPVmnojYyvLmO/502/+N3BDu5rEB7uRdbKb8RDXBffxB7QZWwzWXF0WRhYeH8UjcFkY+0oHQ+KsD6vwWpiYHnl4ujN01/TfPkR1tCW4lix3ZZkeytllWCColokqJoFQgWW0Ysq9Q+c1BLj3wAX5jehNyz2BEpQKNJyjtVYzafS+XV+6iKTWVnGYr0UlFSOowhOpLGAr9cW3XgpgdiBxcharFE5tkQlNlx25RU39FR1QXEZ3Wga7VlSCbHu9qX05N3wnsuuqalUoTh1vtfPrqL9cbdSoL8we5s3XqehBBFH6YVYsCogguUhPDe3lRtdNOYCc1/ZYNRVSK2IbMJ31xBqYNO/EffBMdZwTh2PAEDvQo3HIQe02Fw6tRhYfSr/M2Rj0wiOaD20ma/zSKy/dQtepLrPUGbKVn0ST2pmXdUlQxifh4rKDdsy/RsOc0JW98QvhtfVGkbeXNxmAyn/6QYSMjyfr7WfTt9IT6N6AMMhL7zKBrHt9/RNR4wLCVSC2lyJlrkE++gsNmBJ9EhIR7EIOu8cfeYziUvogjfw6yZEc3aCquzSuZ/vwnWFOG4iiKRz7/HeH961BIN0HUkwile5ByNnH/6BoUYjAuSYMRYodiPrIT4+GzVHyYiVdPE5PWD6V4/zaMxeeoP/E32s+PQuEViV2MBX09SybmU55j4OaxJSSE76cpM57+A7zZeqyMmRsT2P2umrLtCmq2HsK1V09UflfbeV8L6rBOGGUdjtT3UE7++NrLuSqvntM4+UNuCLEObVEgG9RsnbQfrZcaj2AH/WaI+F3HJNknVMfox+J5bXQqHxWMv+ZydpuMw/33rUoEhQKFiwKFy++lMXLB+6YEvG9KoDEtl6K3NyBcTiFo9j0o/UOwV5QiCALtRkRQ9a2W3v2q0Egy3s8uQDr8NNYzNhzBo1AVrUHV/2mUVY/gEvMYUuFGPO/oz5M3vwWeA8FaQFCrAVW7duiEVsSoXqi6T77qasypa+lQlMHc/Y/84n3T6WMYUsoZs+6Xsx7JYKBm2duUpZk4fymMgIRAhn41FoCct/dQse08HgkifeZshSh/mj76iPK8GNo9+QCKzKVIJ74Ahxap1Yzv1HnUrPgQfXIp301Oo/vIODxcT+F921CUVVshogeqqAQs+9ajCI2h9qt1VOT60HJJQmr5kkZBR9y4QfSaGkvF0q+pPVdIj3t6U7FiE8GPTP5LMpOIbu2g9/Nt926sQs5YiXz8ZRyyjBB3F3SY8qupun4sL4pIHbZhOTSV1L+Nw8ZK+twWi3/jWVw9RRi5BOnQECTNG8inXqc15THQeCC0j0Y7pACV+QkcF7cjp38DsisKt3D6fHs/ue/sI/3uz/BLzkXTeTb6sGAylpzAq9NlYm4ZTmlGKtmHqgmKaOHex3ZgN0Ui1TfwZI80pif7I8kilqzz+I/oTeWWHGpWribw6bmcXFuCUi0QPyQQ/fWk4wpIQq5Nv76+VYrcAA/0/3HcEMsgmd8Vs+OhdB4tGkPet0UYa8zET4nC/U+4rT4QvpGkoUHMWX5tj7bfTTtATZmFOal/bbQ/yWrDdvRj5Nx9SKI7LXkOpEFP4CvsJO3vKprrVITfGkzci3cgH3kBQ3YL5hpP3H3z0Ny+GLnuSYTYr5Dy+iIGvotcsRC8R4A5g9qN3VAFBODiSKXqvBeWVh9kSUKWJJDktkBRUjPnqjRsPJuILNO2kSjJqAUL0QE1HC7z/fEL1UcvMyiqCfdAFZeyXAmK9OTW78ZhbzaRfv8akAUkrSsqQzldF3Wj6asvUHVIhoTh2C9n4zlxBI2v3U/myUiS1z1Jw+KnsQUp8BnhQdWZVtoNnwLFjyF2Oom0527EQcuxF56j7P3PsbRo8Ygvo0kxm7ApnVHunoZRDMdSYMJQH4F3Rxt2k0DNJRULd3sjegYzekQkyVPa067rtSUIuK5xK01FzlgBzSWgC0KIGg2xd/ymcFc/Px33h1+l+t1FNNcFIJkaiRlUiBgcgsqnBSF4OlLaewiDl9P83iPIYbGUHDNjrfHBrU9HQu/oS/2HC5HsrsitLbh06oh7n3Dq1q+nMD0el2BP2j81DFuLg6YDn5JX3MCWdTfz4ORSNP6XiH9pMXLqbTTmD8BWWYZkU+ARYUDh7kHFpWhs9a0wdiqLb8vAL0ZP3eVWek8NZ9YXfX71fv4Ry4X9yIcXon1433X140zdOla23vnHJzr5kRtiZp0wKZyLa4tZMzCV+9NG/FN1vZk2knldtvNccgqvHBiCSv37XaAO8EBvN/1Tbf4aolqFZuCjyH3uwZ62muLDWbS+vpOIZAOywweVGrLX19OSv5T4yQloB0ahrAeFuR24uP9QixbBayq4xCH43AP6rqBNQlDkIjscGMt1uMTF4x7VqW1DVCEiqFUIKiWlO/Lxqqth0e5hqDRK1FoRlUaBJSuPxrWb+dtHM1AqRRrTC9g9+whK7yDO5VkICdEx4pvbMJc1cPqBL1FFtqMyvQH3GB3WFiX1q9ahGzCO2i2H8Q2Lw16aRuXcXeAeQYPQi9OzFtFhuA++A4oh6AFCk6ah8Hgfh+xAbj6JrPfHsXs2ggyBoy6j7PM94uGR+A9KQDr8FgT3wK3HfehSHkIhjsZ8egcKrwDaPfcIj3SpZP/nqRTtbiKuch2SmxGltx/a+Hj0N930T1k//Dhu7QZBu0FIkh3yNiIXbIKLn+EI6I4tci7qdu1+nNlbss4hqNSoPdzQ6xoIXvR3Gubfixg3gaZdKRgqPFF6fY0qOhm3vV+jiuqE/t6X8J4FFV9upT7lKPvvvEJEhBKvAYn4jh9I4/rNlH/4PS1CR7ovn0b1niwuPrMerY9M4qOHsezrxP3DC9ApbYSEKqAuHcHFD6/JEcjNeUjVo5DyjyIERBLo0kxJipKGfcfxiwrkjbzRfDTpCFbjtacuU8X2xnoQ7CVpKMN6/tP96+S3uSFm1tC2Sbisww6MNRaeqhqH8g9E9vew2yUWDt9H0cUG3jh+K0HR/5jI9Ce2PpxO0xUj07b867JdSJJE/UvTaNDfBDmZ2CVXrFYVLi4tCEFRqM1liPbWNosNjaYtca1XFVJZ0I+bnYgimrBQvCaNx3wpg6bt25ElCW1MDKrAwB9m1RKywwGSRFNeIx/t0nAlKgS7TcJmazPdczEZGCU0cMnSCUOLhYF+lahaRNJMXgS7KZn0kAW7wUzB9kYuh0SjvVBKx1FBiAWnEJAJnjMehUpJ1aercfMzYHF4onT3IWj+CzStfAtLdRF+g/wQYhLA0Yq5YhWNeQ+hVa3Dw8eAEHArknwJZdznSCe6QdJGOPsOsizy2es6Cpr64hfhjpR/mOn9cnC7436qv9rOt191YtCELIJjWvh6VRLjRpwk6vX3MRw/junsWawlJUgWC0o/PzxHj0bX63eyuvzWOOUvhLo9oPIGXQJ49QVNAJZaG2kP7cEv0IhCtiJoVLh2jENlLcIlJgJRJWOvLEHTcyjGnWvRzXiFgnlLiP1sAafHv45FG4rGUgqeQYTc1Y/gsZ0oe+k1dL26Y8vPwi6oMeVX4mhuRQiMoOKsDf9BCVTtzsQl1IvYe6NwHPiEapMOwdwBpaUGm9rC4ao4bp95Aa+IaGTtMQSPEdhSTqHoMg7H6dUoBz1D0ZIdWFptvP9VF94sHsOqWafwjdIz9YPu19wvrStmojCXoJy2FqX7b5vT/hznzPr6uXFigwgCvR+No9+zCYiKf25NUhQFBtwbjanZxgf3HiOmpw+BvyHYF9aVICpFEif+68KyWjNP4bh8kZDnXsVFXwflOYgKFbv39OLCcS/OnwhC1WMwiU8ORxMVg0tSNzxdvkA/bjG6Pr1RJ3ZBFRsHTdU0bNqOMrAdQf/zFLMXNmI12egQaGsTaVluS2KgUNDaIJFyRkvYTSEEB7sRHulJTJw3bm4eHDkkMvjuCPbtzScuJpADl1W41iq4a/1AvCNcaNqxlcvhMqu+0TFpXDZRYRWIllosZhf08eHUrtlA0LyHqD9eSvMVcEnuh3ApBVthFr7/8x5y1iokMQnzsd0YjgVRmeFL0MShKMTdKBJWIjd+ieAxHOqPI2VuwHG5msqsVhLHdaJZ7Iip2UaH6GZiO9uoPd6Aw2BlyMrRKM5t5e8f9mXcXXvwU9t4c7k3X62qp0wTS9AdY2g/axyCw0Hj5s20pKaiCgtDdY2efFJtKpQsgw5vg9oPTIVQuxNqdnL063xadUNJXj4HnwkjcE2Mw5iVT86OVi4f1uAoz0M/ZCT2tO1oOveh9kAuKm93LI0OLOX1dHptLOZTp9D37k5ryiYuvXcBW2MLLt26YTmZSvC8J2hN3UvgozOxllejly/hFqIg+uUZOAwWjKmbcQ1yIeiB5wmcMgqv4TdjOr6ZQ7mJiLk11OzUYCw1IehvRVW+E8XguchnvkboMxsMtZiyy2gJ7Exmai3mZht+0XoSBgfiSHsLtD4Irr/fR8ouY7Cd3oYjYweKbrdlilTEAAATSElEQVT/ZgjZn7Pl9Uvc9kLiNfW9kzZumJn1v4pj3xWzdMYxPi4a/6vu6WtvP4KLp5rxy69/JnatGHevBVnGdfhUAJo/e5q6CyIb1/dm+oEhHFqYgagS6ea/A++J41C078TlZdMo2N0PFyzYHSoUKhMtDd5YbBJxiZWo9Cq+y9ETe1tXbh/btnYrS4420bbbydtdyZ5PLHR7sQsOu4zDJuGwyVQUNnPo8wJa/GzEySI1TQp8zQr6zfCi3+1aWtZ/he6mRHKKTtOufSQuAeMpfW8t0c+OoWzFfuTGaoIfv5uq1Smo/LzQ3tyfmk/WENQDWro8SPo3dbTz2E23W+qxaPthLLdyeXMZfbfNw3G+C/i+AaUfg7UUwa5BqhMQEqdjyF3NgGlT8PDS4uahwdzUzBtDThPUORmPWwdhXvMyrgPGITecZe03DtRGMyevdGD0kwM4vKWI7LRaDE1WYpK8ef7zW3DPP0bT9u0oAwLwvf9+1EFBvztG9vMzEAUTJKxAVP7SmePlkXsIifPggXd/+oxkrCngxKIMRr4Tx6UFW5FFF3wDy9F07AX5J4l8ZQ55r2/Eb2RPbHmZiC5aNO4C9upa1FGRNO47TmOdB/YmM5pgX9yVebiPGIqoUeOW3Ivz097GLmlQ+2tw9Soi7rXXEd1+Mgete2kybnOW0PD3+QiDHubyO1twuKjRKurQuqtwC2zEo1sCiuZ8rhzQYO03igOfZRDpVceZs9FoNCLBPU/xUXoMar0OvZua5/ufpePI3ngMnnRV/0iSnYZ35lBaFUjiGwtQKn9/QuWcWV8///ViDbBw5D7cfLQ8vuamq46tGnkQv1g3Rr3X7d92PTUpR6lYe5C9++KZunMAx9/NQbZLdPHbyYUrvchJteIWU8KYicV4a/PQTnsbjj5CkWUpxZuy8XY7ga1axtCkwD3AQEjEz2sXQABTi8RnGzphcg/6yQ1dFNC4Qt3ZWmyiiJeLFmxw5+c98Dm6DHO1kcBx3dCUbUQ15AnMJ9+mcHccIY88SOOuw1hKKvG+pT3V207jGhuGVRNGzYEsBLc6zlUMJbCTJz1nRRHWxxNpzxzoPI/a1ZvI3i3R+5VCVFIaliIftFHdwasYRcdvcWwbyI6tSZRU38KkdwZTWNRExRUD0R28cF/3BrIiEHNpHX6RFbgmxaBoOIfy9qW0fPAkssYbj1uCwFRHq34ERA/k0wVn2LUmn6T+gTy/sh/ynk20HjtGkyqI8AkDcR/Q/6rxkCQ79s+HI/ZUIIgVIOpBG4Pg2hX0/XhzZjNavYbHP+wKaldEUWRN8k5ixobi1pKPZHOQ2aUD3YM0GLeewZqfgSRrEexGOq94nMJn3iZ6yTzKX11E4KOzqVm+Cq9xY2jetx9VbCx1R7JQmeswN4s0SnF4xnsi11YT9+ZMTk55F7fbutDlgTE/u16J+/ospaXGQqdoE+GBofRt78I3h/wI7aAnICMLV52V2voGFLIatVWi1eiGxRUm75+CqFLiMJpp+fAJijrPpsTgRWV5E108XqXroAVoY3/6UWq4bODgS+cpSClH5SpSpROwKzS8ceHW37TKkSSJ+9y+c4r1dXJDbDD+q5n6ehdeHrj3V4/ZjQ40bv/ebnIofbAZQaMwYykrBVMLV9KM5BnbI+mt3LX5ZsKSvZA3j8ZWa6Z1/0GuHIog79QptH4uxMyLwdLaSnNxBKqCPYhSLfW5/iCqQCECAmbZwdBZjfgOvw2LyUFteSs5J6up+CaXYJWKWoOIpDcz6zk73umvoAz0pUExmEsr8+n+2lNUrvmUtR9OoUf3auzvbULrJhH9zlzO3/cJkhxM8W4zFs0Vils6cVtyCkmP1OA+7CeLGlvcNDK+XUnufm/cFTbkslaaolZy4J2LTDw3HUfuFGRbNTbvafQYtob8VeOY330XUx86gH1LN7IlGY1rHN0HZxL83gJK317D6aVmEp5+AY8VL6PuORRT+hHM506j7T2I2t1rOXJ3OZ37RjAjYwJLnjjB5LgNrC++C6+pUzn20CZ0G7fTsH4TAU88jDbmp9Cojp3PgXccio4fICgUSIZT0LIfuTUNGjZya3QkrdWumD56ByQJtHrcpE50f2wox8fswTF7CHPu+x6FCAvjvIlQ+uLZwQPqSil4agk2s0DVmq3YzQ5UgQFILc249O5B7eovCXr2KcxHDxD05gIK5r2FW6AfhrTziKLA6VmfAi50nvFLz1xRFFl56jFOTn6dVEcEB06U8+U2TwR9FT3jE1GU25l0YjJzu3zBq18NwbBjKwFPTmVpfAoqz7blQEGrwWYS6dQ7ku7BwWSey+T8mx3JX9eEuXEHlmY71mYbkkMmYmAA9xwYgl+iF5Ik8WKPXbzcaxevnBr+q4It2aWr8zg7+UOcYg1EdvFBpRE58/0Vuo38ZSQwh11C6fLvjbkrAE11rnTvkoWYWYK9XIGrqzfj144htHebA4PVamfVzkdpzT3NtPHVFBpHcLjIgqNQZvdoLxSiN6IgIQiDweEAkxHsNgSFFqVe9+N3Rfj8OEgg2yQUJiPeCpFmdxUdQu3oxEpc8jIQQtzxfPhl1J8+QLM2hNzXv8dQ34Exo9IInHE7eZ+kYdP5cW7mRxgtWgoyXRHdXOnyTDLjJoQhF/tj2bEEht1N8eVGnn1yL4f3F7PplQJiHroby4lqCg81knhnd2TpAnXny/GQQ3Bc+RpVt5m4NjmYNm4/LJyGh9ub8OxUVJpO2MuyqV1xhOyH3kbfOZq4B3th3b4c+sQgBiZibzkOfh607j9K+P2zCekznwOfL2DbzZuZ+GBHXlozAFd9myv+XZ9MBCbSvHc/FYuXENirHgWNbev8Oj+albdjmPsiIeNaUMTdClI8Qn01zTVj0FWeofNnixCVSiRJIufFTwltb6Y1qwxBKfLWZxcZNiKKI4dKiBwTjbjrHM159Xh5Waip9MW7VziG3DxayvXUT/0Avb8fDZtSUPn6YsrKQtBqcRitKESJqKldKCi6ROT8+zhw97doY2OuiioIIFntqIxG5q4YS84DS2i/chRHU55j6VJ/XOwq1vfdyN+mH8WUasD/7rG4eKiQ7fKPga1q0yvJLBpG5OFaDjVU88r/HOTJicPpPNAft1BXPMJ0eMe54/EPGZtEUWRh+nCeTfyehTfv5cVDQ64SbGOzHVHhVOvrxbkM8gNfzEsn+1gtbxz7pWngl+MPo/PTMP7Tf92a9T9StTebrLdSiZziQ9F2M4EJCtRKM5Ev3QfAsY3FvD/rOO1i3Rh5eyT52ysQVSIR/f0ITPTAxUeDUiMiiyUolZ4o1N6ICgFz6jLqLtqoKolG7a5BVLbF/cjIa6SypolRsVXkFHXAL86HkEHtOLumGDdHPskPBaJv3YEyqjuKkDjMez9D6WmD3i9S8/GXaIaOI+3dDCprFbSL9iV5xBp0c3YgSeKPa5dlL83gmQNxHMpQM2xkNE/P7UOs32EOvXiSotyBDLn1K9TtR1C3JwOdfwkBSRLNViMZa/rRfVE2WndXjq4dg1axl6SAHAT3RETfMKSSgwjth2EtqceafRaHT2eqTjTgG1yN5wNzqVqxEb0qB/cJ96JSfAL6RAyapznx0kmGrf51l/SWk2k0r/sAr/ufwTU+EVNWHg0p+/EJy0cOvxlHWQr1xY0EdVZivtyMpdAFZfsuaJInoI2JZu/YVcQEHae2NogWt3h2fieyzrUUV08N6yaGYqo20FrZStRNDq7sq6PXxifJmvMOYY+OJ/OFTeg7+GG9Uo1KbUfna8GjV0dsDaa2jeEqCU2QN1UXrQgK6Pnx1Q5P0LbUYC6qwtFqpD71DEHT05GlZjReHwFQk1GH6+W1SCUX0T2wFFGp5p2QTdyxsT+hvX2xGay0LJvNeukB3lqcxsbUO+nU9dqjV9rtEi/3SKGhwsSg2TG079u2SWmot7Jt0SW8gl15dvef9zT9b8Qp1j9gbLYyK2g9K6tux0X/U+Cjw29nc35tMY+c/mudYn6Pqr3ZXHhtL5su6Xn+y74IJVmYS6t4Y38AZoMNa4GNe57uTOm2cqKHBNLjdldUJ5chd76IVWuj8aO+oGum1lvCvUxFZq2K0SMzkEQLBzf34uDeXtzcpwAfbQtVZSGoVAa0HhZ0A4eQ/kERI9fczInXL2A32hn3aQw1S9/Fo6ML+uRbsB1ZjXbyYig/gin9W77dNg7PUgfa2Ei6zevK8ZfPYLxSxGJDMzffmsTdEZ40bD2PUm3Ed/gJLhbO48LWCmxmB0sqR2Deew+Vxwdgyi8m5KZLKENHoaw7iXZkX6jdQ3XdIo48cQh9uAf+PQKIf6wnbLoHh08ErmEy0pV0zCVaHK63oBs7Deno+7Rm5aEJceCQoijcraW8wJeEfpcJeeU5Gt54Gq++gYjd70cM6PibY2A4fpy61avRJSdjNwm4dY9DVbQOk9QRITyJzXdd5O78aYiiiL2mjObvv6TlVCWV1eG4RIYSMa0rp+ZsptS7I5e2N9FpYihT1/alYvM5cj84hJdvPfoQVxorNfT48lEy57xL0IzbyFu8jT5b2uK11B3NYsOkE0RE1KNxMdIcdRPB1fuJXTyH9Ec30mXRWLy6XZuVkmSvBGRE5W9vpK4evI+Q3j70X5DIhW8LOfLhKpZlBbLl4GQSOv85l/Sjay+zZ2kuDeUmBAGUGgXt+/gya3nvP9yEdPJLnGL9M14euBvPQBee/PqnTaaGYgMf9tzDC9XX7qL+z1K1N5tTz+3ErtPTd8Eg5KJMjAVXeGWPP1mna9mcfxfNF1sJSPTAmnaC6u/2EDUzAan3GSRlPpqGT7CfWo5YeRoG/Y2F95ZhbqnizbUfULFuGIg6Ah+cRv3SRRAQScXhFlpbdfj074gyqSu77juCZ7Q7t6/rQuXrb+I+bDANKYfwCi/F/b7FpK9s5sKKPDx8y1F1NTG0bwP1IY+yZ8YB2g0OJmGihsJVm/hmZy+6dc9nwvyueA0ezuFnH+Ns+mCGPteb6pwWdi/OQSW0MPtpBYHTxyLkv4oj7yzKiduRz3ZDiF2D6JaEpc7AlS0ZlO0rovKsAUGUSJ6QimdHFS63zEA++wwOx0DkKxcRgpOgx8OY1j2O4NIOt/veQVAqMX87GSEsmNrNNQSM7Ij57BFUHkpUo95C9Iv51XGw19ZSt3o15oIiXINBFZOAraiI/MYxNOY2ceuGq4MgGQprKP7iKFJuOlaDjDY6Cpdh/flw7FmeSu3KlXc3454Ujv/gWDLe2IP/xEHEzeoBQO2BTKz1rQRPaHMuOfdpLmeWZTPz/FiytpSQtqIAVWEuVlmLWt/A0A334xv614UZPf52FrNfTcWOzE1KPZ4tCu45NoTO3X/fUsbJvwenWP+Mhkojj8RuYfTj8Ux+tS1ofdnlZpY8dph3t/37wjlW7cni+LO78PKD2MmB0FhN1kkz87d78/mx8cQktpniVaz5nrodR4h563G07QKwS9nYpE24KJ8DwHZ2A46jKxFGDiW3MIWEvksQXBKoev8TzNm5+N03mZavlqG57XH03TpwZuYKlDoNiUumULjiCK6F2/GcMBZlYBiln22j4LiaihofXEM9SP5bVyKHhSKZjRg/mIL6/lVc2lDDsbdzMJSbiLszmEGvdsdxeiWtOVcIfeJ17FXzWf+8imPrOuAeoOXW5xPoOyPixzVNKfsZJGV3lDF34sgeDDgQor9DVP00q2vJrULto0OhtFP50rN4TLgDV/9ipJIiFDfNQXQLwJKbiSUjHbfx0360+b2w6iCe3stxKXXg9/BaKp5+EM8JI3DpO+4Px0MyNNO0ZxdNB07RXKUkJyOG5GXDCbnl9zOdGArKqVx7gJbcMnIvqYiKtqOPDUZQijSdLqSp1YNBOx9Aqf31raO1A3cRM7YdveYm/OL9synFfP33S2QfrWPAnZE8+dlfF8jfYLCi/+HJ8vLxWiL7/rmMMk7+epxi/Q9U5DXz8oA9BMToGTK7PYfWFzHi4fb0GvKvc4r5NewNtVS/vwT3oDqQZJ5b0ZeJLw5iwG2RP57Tci4HTYg/aj+v36zHUXIWa+MCVHGPoNT8FP+7YXsKxv1b8Rg6AP2ItqBNkiSRMe8bak9X4tUrmvg5SWjCwzg1YTFNVWp8kiOJmzcIfdAvoxYa1z7H4TVasjKT6DO3A70ei/1JgO0S1enlBPYJRZKMHFp2nthBCQR3/OPIh46yBdByEEWH/b963FKYjyF1Dz73PfSHdQFYCnKp+/jveN17Pw0rPiLwrWWIyuvbY7fWG2gtrsOra/h1lTNkX6H6WCFhd/REqXcBfspS81tI9rYM4OLvLBcYDdYfN0md/P/GKda/giRJXNhXSeG5BuKT/Yi/6dpcaP+/YK4zoPX5KUhWa3E9LiGevykakiTRVGzEK/KvzzL/R4J2vXXVvPYi9poqPCdPR9f3aptqJ07+U3GKtRMnTpzcADi3Y504ceLkBsAp1k6cOHFyA+AUaydOnDi5AXCKtRMnTpzcADjF2okTJ05uAJxi7cSJEyc3AE6xduLEiZMbAKdYO3HixMkNgFOsnThx4uQGwCnWTpw4cXID4BRrJ06cOLkBcIq1EydOnNwA/C/Jk+3Ra4o3zAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 450.262x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get a color for each edge, by grade, then plot the network\n",
    "ec = ox.get_edge_colors_by_attr(G_proj, 'grade_abs', cmap='plasma', num_bins=100)\n",
    "fig, ax = ox.plot_graph(G_proj, fig_height=6, edge_color=ec, edge_linewidth=0.8, node_size=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate shortest paths, considering grade impedance\n",
    "\n",
    "This example approximates the route of \"The Wiggle\" in San Francisco."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# select an origin and destination node and a bounding box around them\n",
    "origin = ox.get_nearest_node(G, (37.77, -122.426))\n",
    "destination = ox.get_nearest_node(G, (37.773, -122.441))\n",
    "bbox = ox.bbox_from_point((37.772, -122.434), distance=1500, project_utm=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define some edge impedance function here\n",
    "def impedance(length, grade):\n",
    "    penalty = grade ** 2\n",
    "    return length * penalty\n",
    "\n",
    "# add impedance and elevation rise values to each edge in the projected graph\n",
    "# use absolute value of grade in impedance function if you want to avoid uphill and downhill\n",
    "for u, v, k, data in G_proj.edges(keys=True, data=True):\n",
    "    data['impedance'] = impedance(data['length'], data['grade_abs'])\n",
    "    data['rise'] = data['length'] * data['grade']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First find the shortest path that minimizes *trip distance*:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "route_by_length = nx.shortest_path(G_proj, source=origin, target=destination, weight='length')\n",
    "fig, ax = ox.plot_graph_route(G_proj, route_by_length, bbox=bbox, node_size=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now find the shortest path that avoids slopes by minimizing *impedance* (function of length and grade):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "route_by_impedance = nx.shortest_path(G_proj, source=origin, target=destination, weight='impedance')\n",
    "fig, ax = ox.plot_graph_route(G_proj, route_by_impedance, bbox=bbox, node_size=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Print some summary stats about these two routes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_route_stats(route):\n",
    "    route_grades = ox.get_route_edge_attributes(G_proj, route, 'grade_abs')\n",
    "    msg = 'The average grade is {:.1f}% and the max is {:.1f}%'\n",
    "    print(msg.format(np.mean(route_grades)*100, np.max(route_grades)*100))\n",
    "\n",
    "    route_rises = ox.get_route_edge_attributes(G_proj, route, 'rise')\n",
    "    ascent = np.sum([rise for rise in route_rises if rise >= 0])\n",
    "    descent = np.sum([rise for rise in route_rises if rise < 0])\n",
    "    msg = 'Total elevation change is {:.0f} meters: a {:.0f} meter ascent and a {:.0f} meter descent'\n",
    "    print(msg.format(np.sum(route_rises), ascent, abs(descent)))\n",
    "\n",
    "    route_lengths = ox.get_route_edge_attributes(G_proj, route, 'length')\n",
    "    print('Total trip distance: {:,.0f} meters'.format(np.sum(route_lengths)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The average grade is 5.0% and the max is 13.0%\n",
      "Total elevation change is 31 meters: a 69 meter ascent and a 38 meter descent\n",
      "Total trip distance: 1,908 meters\n"
     ]
    }
   ],
   "source": [
    "# stats of route minimizing length\n",
    "print_route_stats(route_by_length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The average grade is 2.0% and the max is 5.7%\n",
      "Total elevation change is 31 meters: a 44 meter ascent and a 13 meter descent\n",
      "Total trip distance: 3,168 meters\n"
     ]
    }
   ],
   "source": [
    "# stats of route minimizing impedance (function of length and grade)\n",
    "print_route_stats(route_by_impedance)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, we decreased the average slope along the route from a 5% grade to a 2% grade. The total elevation change is obviously the same with either route, but using our impedance function we decrease the total ascent from 69 meters to 44 meters (but the trip distance increases from 1.9 km to 3.2 km)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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